{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n",
       "  var css_urls = [];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.3.4.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.3.4.min.js\"];\n  var css_urls = [];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c010c02c-7199-40bb-9639-dff6efce5f9a\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"92e1f88c-463e-457d-9a2f-9b70032e1566\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1011\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1015\",\"type\":\"Grid\"},{\"id\":\"1020\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1016\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"1037\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1040\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1027\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"1003\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1007\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1005\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1009\",\"type\":\"LinearScale\"}},\"id\":\"1002\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"1034\",\"type\":\"ColumnDataSource\"}},\"id\":\"1038\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1025\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1036\",\"type\":\"Circle\"},{\"attributes\":{\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"1003\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1026\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1012\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1016\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"Selection\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1017\",\"type\":\"BasicTicker\"}},\"id\":\"1020\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1021\",\"type\":\"PanTool\"},{\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"id\":\"1023\",\"type\":\"BoxZoomTool\"},{\"id\":\"1024\",\"type\":\"SaveTool\"},{\"id\":\"1025\",\"type\":\"ResetTool\"},{\"id\":\"1026\",\"type\":\"HelpTool\"}]},\"id\":\"1027\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"1034\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1035\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1036\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"1038\",\"type\":\"CDSView\"}},\"id\":\"1037\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1047\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1040\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"1044\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1012\",\"type\":\"BasicTicker\"}},\"id\":\"1011\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"PanTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,8,2,4,5]},\"selected\":{\"id\":\"1046\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1047\",\"type\":\"UnionRenderers\"}},\"id\":\"1034\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1045\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1009\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1045\",\"type\":\"BoxAnnotation\"}},\"id\":\"1023\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"92e1f88c-463e-457d-9a2f-9b70032e1566\",\"roots\":{\"1002\":\"c010c02c-7199-40bb-9639-dff6efce5f9a\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入库\n",
    "from bokeh.plotting import figure, output_notebook, show\n",
    "output_notebook() # 在notebook中显示\n",
    "\n",
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,8,2,4,5]\n",
    "\n",
    "# 画布：尺寸\n",
    "p = figure(plot_width=400, plot_height = 400)\n",
    "p.circle(x,y,size=20,color=\"navy\",alpha=0.5)\n",
    "\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"7496dc81-d0c4-4692-9978-c966b1a87987\" data-root-id=\"1235\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"5d3af7d5-a9fb-4ae7-9b0c-edfb433019c3\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1234\",\"type\":\"ToolbarBox\"},{\"id\":\"1232\",\"type\":\"GridBox\"}]},\"id\":\"1235\",\"type\":\"Column\"},{\"attributes\":{\"children\":[[{\"id\":\"1102\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"1175\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,1]]},\"id\":\"1232\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1218\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1114\",\"type\":\"BasicTicker\"}},\"id\":\"1113\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1209\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1210\",\"type\":\"Annulus\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1211\",\"type\":\"Annulus\"},\"selection_glyph\":null,\"view\":{\"id\":\"1213\",\"type\":\"CDSView\"}},\"id\":\"1212\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1220\",\"type\":\"Selection\"},{\"attributes\":{\"tools\":[{\"id\":\"1123\",\"type\":\"PanTool\"},{\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"id\":\"1126\",\"type\":\"SaveTool\"},{\"id\":\"1127\",\"type\":\"ResetTool\"},{\"id\":\"1128\",\"type\":\"HelpTool\"},{\"id\":\"1196\",\"type\":\"PanTool\"},{\"id\":\"1197\",\"type\":\"WheelZoomTool\"},{\"id\":\"1198\",\"type\":\"BoxZoomTool\"},{\"id\":\"1199\",\"type\":\"SaveTool\"},{\"id\":\"1200\",\"type\":\"ResetTool\"},{\"id\":\"1201\",\"type\":\"HelpTool\"}]},\"id\":\"1233\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"#7FC97F\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#7FC97F\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1210\",\"type\":\"Annulus\"},{\"attributes\":{},\"id\":\"1221\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1196\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"PanTool\"},{\"attributes\":{\"ticker\":{\"id\":\"1114\",\"type\":\"BasicTicker\"}},\"id\":\"1117\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"annulus\"},\"id\":\"1176\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1114\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"shape\":[9]}},\"selected\":{\"id\":\"1220\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1221\",\"type\":\"UnionRenderers\"}},\"id\":\"1136\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"below\":[{\"id\":\"1186\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1190\",\"type\":\"Grid\"},{\"id\":\"1195\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1191\",\"type\":\"LinearAxis\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1212\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1176\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1202\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1178\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1182\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1180\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1184\",\"type\":\"LinearScale\"}},\"id\":\"1175\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"formatter\":{\"id\":\"1216\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1119\",\"type\":\"BasicTicker\"}},\"id\":\"1118\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1209\",\"type\":\"ColumnDataSource\"}},\"id\":\"1213\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1136\",\"type\":\"ColumnDataSource\"}},\"id\":\"1140\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1197\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1216\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"shape\":[9]}},\"selected\":{\"id\":\"1229\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1230\",\"type\":\"UnionRenderers\"}},\"id\":\"1209\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1228\",\"type\":\"BoxAnnotation\"}},\"id\":\"1198\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"1180\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"1178\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1182\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1199\",\"type\":\"SaveTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1227\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1187\",\"type\":\"BasicTicker\"}},\"id\":\"1186\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"1219\",\"type\":\"BoxAnnotation\"}},\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1200\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1184\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1219\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1126\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1218\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1229\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1230\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"below\":[{\"id\":\"1113\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"1117\",\"type\":\"Grid\"},{\"id\":\"1122\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"1118\",\"type\":\"LinearAxis\"}],\"plot_height\":200,\"plot_width\":200,\"renderers\":[{\"id\":\"1139\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"1103\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"1129\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1105\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"1109\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"1107\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"1111\",\"type\":\"LinearScale\"}},\"id\":\"1102\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1127\",\"type\":\"ResetTool\"},{\"attributes\":{\"ticker\":{\"id\":\"1187\",\"type\":\"BasicTicker\"}},\"id\":\"1190\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1201\",\"type\":\"HelpTool\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_color\":{\"value\":\"#8888ee\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_color\":{\"value\":\"#8888ee\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1137\",\"type\":\"AnnularWedge\"},{\"attributes\":{},\"id\":\"1187\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1128\",\"type\":\"HelpTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1225\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1192\",\"type\":\"BasicTicker\"}},\"id\":\"1191\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1227\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1119\",\"type\":\"BasicTicker\"}},\"id\":\"1122\",\"type\":\"Grid\"},{\"attributes\":{\"data_source\":{\"id\":\"1136\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1137\",\"type\":\"AnnularWedge\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1138\",\"type\":\"AnnularWedge\"},\"selection_glyph\":null,\"view\":{\"id\":\"1140\",\"type\":\"CDSView\"}},\"id\":\"1139\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"1192\",\"type\":\"BasicTicker\"}},\"id\":\"1195\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"1107\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1225\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1211\",\"type\":\"Annulus\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1196\",\"type\":\"PanTool\"},{\"id\":\"1197\",\"type\":\"WheelZoomTool\"},{\"id\":\"1198\",\"type\":\"BoxZoomTool\"},{\"id\":\"1199\",\"type\":\"SaveTool\"},{\"id\":\"1200\",\"type\":\"ResetTool\"},{\"id\":\"1201\",\"type\":\"HelpTool\"}]},\"id\":\"1202\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"1103\",\"type\":\"Title\"},{\"attributes\":{\"end_angle\":{\"units\":\"rad\",\"value\":4.1},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"inner_radius\":{\"units\":\"screen\",\"value\":10},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"outer_radius\":{\"units\":\"screen\",\"value\":20},\"start_angle\":{\"units\":\"rad\",\"value\":0.6},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1138\",\"type\":\"AnnularWedge\"},{\"attributes\":{},\"id\":\"1192\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1123\",\"type\":\"PanTool\"},{\"id\":\"1124\",\"type\":\"WheelZoomTool\"},{\"id\":\"1125\",\"type\":\"BoxZoomTool\"},{\"id\":\"1126\",\"type\":\"SaveTool\"},{\"id\":\"1127\",\"type\":\"ResetTool\"},{\"id\":\"1128\",\"type\":\"HelpTool\"}]},\"id\":\"1129\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null},\"id\":\"1105\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1228\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"toolbar\":{\"id\":\"1233\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"1234\",\"type\":\"ToolbarBox\"}],\"root_ids\":[\"1235\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"5d3af7d5-a9fb-4ae7-9b0c-edfb433019c3\",\"roots\":{\"1235\":\"7496dc81-d0c4-4692-9978-c966b1a87987\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1235"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基本图元绘制\n",
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "\n",
    "\n",
    "#画布列表\n",
    "figures=[]\n",
    "\n",
    "p=figure(title=\"annular_wedge\",plot_width=400,plot_height=400)\n",
    "\n",
    "#绘制\n",
    "#1.aunular_wedge\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",\n",
    "                inner_radius_units=\"screen\",\n",
    "                outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "#2.\n",
    "p=figure(title=\"annulus\")\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",\n",
    "          inner_radius_units=\"screen\",\n",
    "          outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "#显示图形\n",
    "#show(p)\n",
    "#显示一组图形\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on method Arc:\n",
      "\n",
      "Arc(x, y, radius, start_angle, end_angle, direction='anticlock', **kwargs) method of bokeh.plotting.figure.Figure instance\n",
      "    Configure and add :class:`~bokeh.models.glyphs.Arc` glyphs to this Figure.\n",
      "    \n",
      "    Args:\n",
      "        x (:class:`~bokeh.core.properties.NumberSpec` ) : \n",
      "            The x-coordinates of the center of the arcs.\n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        y (:class:`~bokeh.core.properties.NumberSpec` ) : \n",
      "            The y-coordinates of the center of the arcs.\n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        radius (:class:`~bokeh.core.properties.DistanceSpec` ) : \n",
      "            Radius of the arc.\n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        start_angle (:class:`~bokeh.core.properties.AngleSpec` ) : \n",
      "            The angles to start the arcs, as measured from the horizontal.\n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        end_angle (:class:`~bokeh.core.properties.AngleSpec` ) : \n",
      "            The angles to end the arcs, as measured from the horizontal.\n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        direction (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.Direction`  )) : \n",
      "            Which direction to stroke between the start and end angles.\n",
      "            \n",
      "            (default: 'anticlock')\n",
      "    \n",
      "    \n",
      "    Keyword Args:\n",
      "        end_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  )) : \n",
      "            (default: 'rad')\n",
      "    \n",
      "        line_alpha (:class:`~bokeh.core.properties.NumberSpec` ) : \n",
      "            The line alpha values for the arcs.\n",
      "            \n",
      "            (default: 1.0)\n",
      "    \n",
      "        line_cap (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineCap`  )) : \n",
      "            The line cap values for the arcs.\n",
      "            \n",
      "            (default: 'butt')\n",
      "    \n",
      "        line_color (:class:`~bokeh.core.properties.ColorSpec` ) : \n",
      "            The line color values for the arcs.\n",
      "            \n",
      "            (default: 'black')\n",
      "    \n",
      "        line_dash (:class:`~bokeh.core.properties.DashPattern` ) : \n",
      "            The line dash values for the arcs.\n",
      "            \n",
      "            (default: [])\n",
      "    \n",
      "        line_dash_offset (:class:`~bokeh.core.properties.Int` ) : \n",
      "            The line dash offset values for the arcs.\n",
      "            \n",
      "            (default: 0)\n",
      "    \n",
      "        line_join (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.LineJoin`  )) : \n",
      "            The line join values for the arcs.\n",
      "            \n",
      "            (default: 'bevel')\n",
      "    \n",
      "        line_width (:class:`~bokeh.core.properties.NumberSpec` ) : \n",
      "            The line width values for the arcs.\n",
      "            \n",
      "            (default: 1)\n",
      "    \n",
      "        name (:class:`~bokeh.core.properties.String` ) : \n",
      "            An arbitrary, user-supplied name for this model.\n",
      "            \n",
      "            This name can be useful when querying the document to retrieve specific\n",
      "            Bokeh models.\n",
      "            \n",
      "            .. code:: python\n",
      "            \n",
      "                >>> plot.circle([1,2,3], [4,5,6], name=\"temp\")\n",
      "                >>> plot.select(name=\"temp\")\n",
      "                [GlyphRenderer(id='399d53f5-73e9-44d9-9527-544b761c7705', ...)]\n",
      "            \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any names\n",
      "                that are provided, nor is the name used directly by Bokeh for any\n",
      "                reason.\n",
      "            \n",
      "            \n",
      "            (default: None)\n",
      "    \n",
      "        radius_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.SpatialUnits`  )) : \n",
      "            (default: 'data')\n",
      "    \n",
      "        start_angle_units (:class:`~bokeh.core.properties.Enum` ( :class:`~bokeh.core.enums.AngleUnits`  )) : \n",
      "            (default: 'rad')\n",
      "    \n",
      "        tags (:class:`~bokeh.core.properties.List` ( :class:`~bokeh.core.properties.Any`  )) : \n",
      "            An optional list of arbitrary, user-supplied values to attach to this\n",
      "            model.\n",
      "            \n",
      "            This data can be useful when querying the document to retrieve specific\n",
      "            Bokeh models:\n",
      "            \n",
      "            .. code:: python\n",
      "            \n",
      "                >>> r = plot.circle([1,2,3], [4,5,6])\n",
      "                >>> r.tags = [\"foo\", 10]\n",
      "                >>> plot.select(tags=['foo', 10])\n",
      "                [GlyphRenderer(id='1de4c3df-a83d-480a-899b-fb263d3d5dd9', ...)]\n",
      "            \n",
      "            Or simply a convenient way to attach any necessary metadata to a model\n",
      "            that can be accessed by ``CustomJS`` callbacks, etc.\n",
      "            \n",
      "            .. note::\n",
      "                No uniqueness guarantees or other conditions are enforced on any tags\n",
      "                that are provided, nor are the tags used directly by Bokeh for any\n",
      "                reason.\n",
      "            \n",
      "            \n",
      "            (default: [])\n",
      "    \n",
      "    \n",
      "    Other Parameters:\n",
      "        alpha (float) : an alias to set all alpha keyword args at once\n",
      "        color (Color) : an alias to set all color keyword args at once\n",
      "        source (ColumnDataSource) : a user supplied data source\n",
      "        legend (str) : a legend tag for this glyph\n",
      "        x_range_name (str) : name an extra range to use for mapping x-coordinates\n",
      "        y_range_name (str) : name an extra range to use for mapping y-coordinates\n",
      "        level (Enum) : control the render level order for this glyph\n",
      "    \n",
      "    It is also possible to set the color and alpha parameters of a \"nonselection\"\n",
      "    glyph. To do so, prefix any visual parameter with ``'nonselection_'``.\n",
      "    For example, pass ``nonselection_alpha`` or ``nonselection_fill_alpha``.\n",
      "    \n",
      "    Returns:\n",
      "        GlyphRenderer\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(p.arc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"fe9c611f-e033-47c8-bc02-cb1e76af84bf\" data-root-id=\"1357\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "(function(root) {\n",
       "  function embed_document(root) {\n",
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Length\",\"formatter\":{\"id\":\"1401\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1374\",\"type\":\"BasicTicker\"}},\"id\":\"1373\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"1393\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"1395\",\"type\":\"Scatter\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1396\",\"type\":\"Scatter\"},\"selection_glyph\":null,\"view\":{\"id\":\"1398\",\"type\":\"CDSView\"}},\"id\":\"1397\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Petal Length\",\"formatter\":{\"id\":\"1403\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"1369\",\"type\":\"BasicTicker\"}},\"id\":\"1368\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1374\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1393\",\"type\":\"ColumnDataSource\"}},\"id\":\"1398\",\"type\":\"CDSView\"}],\"root_ids\":[\"1357\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"6534173f-228b-48af-a1af-8c84d69fd538\",\"roots\":{\"1357\":\"fe9c611f-e033-47c8-bc02-cb1e76af84bf\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1357"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.sampledata.iris import flowers\n",
    "from bokeh.transform import factor_cmap,factor_mark\n",
    "# 鸢尾花品种及分类标记\n",
    "SPECIES = ['setosa','versicolor','virginica']\n",
    "MARKERS = ['hex','circle_x','triangle']\n",
    "# 画布\n",
    "p = figure(title = \"Iris Morphology\",background_fill_color=\"#fafafa\")\n",
    "# 绘图\n",
    "p.scatter(\"petal_length\",\"sepal_width\",source=flowers,legend= \"species\",fill_alpha=0.4,size=12,\n",
    "         marker=factor_mark('species',MARKERS,SPECIES),\n",
    "         color=factor_cmap('species','Category10_3',SPECIES))\n",
    "\n",
    "# 其他\n",
    "p.xaxis.axis_label = 'Petal Length'\n",
    "p.yaxis.axis_label = 'Petal Length'\n",
    "# 显示\n",
    "show(p)\n",
    "0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"788868c0-f052-4f18-91a5-8c8a77ae9c7e\" data-root-id=\"1488\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1625\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1626\",\"type\":\"UnionRenderers\"}},\"id\":\"1530\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1509\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1508\",\"type\":\"CrosshairTool\"}],\"root_ids\":[\"1488\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"b2f2229e-a564-45f1-bc7e-58c5d82f95db\",\"roots\":{\"1488\":\"788868c0-f052-4f18-91a5-8c8a77ae9c7e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1488"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"285affab-e86b-4909-8bdc-a8e94d42d749\" data-root-id=\"1535\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1754\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1755\",\"type\":\"UnionRenderers\"}},\"id\":\"1577\",\"type\":\"ColumnDataSource\"},{\"attributes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       "  var render_items = [{\"docid\":\"f721a773-1887-434f-be70-169372aeb3b0\",\"roots\":{\"1535\":\"285affab-e86b-4909-8bdc-a8e94d42d749\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
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     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"727d3466-ce55-44a4-86a9-8b6b0de0c644\" data-root-id=\"1857\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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+E7gqf3P6pygXcecus/NI8U9P0J3T9RhQn1tUj3P4gf5w53XOY/MatXj5AD3j/sJXBX9ALyP0xWPAYGKtg//G/laBJK8T9MAlC0kwnAP688e68hrPY/zQSCln5i7z8VqrCs6M/wP27C2tRDu+Q/HRD2qLf07T8JBR0cVyfxP0Q87jslpec/1OTjtDVxsz94PZFutuHuP1x4F2nP9eU/lN2VOqTx7T/uw91KVx7nP0RPf2EzUes/YN+tYRVa9j87529WtaDzP6PYtZgHi+I/PEgMrVDE0z/Dt3mbMcfgP1tP54lEctU/3UbdfGc23T8mzd3waB/xP6du8JHJL90//MGFi5e12T+MKI/he9z3P7BFstyzR7A/gpNQBd9q7z+kx9drXUb3P9r1xAJ2F8o/DMpO4eG97j+gPxaNtHPnP1KyrqeCo9I/sPGqFgKBzD8kyYra4YLzP1ki4I1W/PA/Sp5W7lc/5T9/oc62grzdP7dbSrwd2PA/gNh/xAHddz8lCL5SLZD0P/Hy5mvlP/Q/c00JjWQb0T90I+GD1PjRP7TCBgaB6dE/Wz/IT3yj6D9ijvdxX2zcP7aqc0SjCuc/fAe2xgJl5T8wZv7stfHzP5y5qwObn9E/Svxf5xStzz9EyYYw52/dPwT4j/lF7+g/OZXsYv5k3j8CHgplC9DGP94Ciay0pcY/mSLwLcPm8D9VJPY/mZn0P6i1c4f0zuw/1Aztc3Wi3j9c68oGf0TiPzvhEd5UmdE/CXFGvgYM3T/Y4xhiUYPwP1AD9ah/TuA/4jy1xdC20T81TaR0vEvhP0QFabUjBuA/o3Dic8Ha9z9oVvzDjJKvP4aEYaUvGO8/aIDSPA2wsT8tS7eh1C7jP5C4I3Z0mfE/dOUnUthb8T+LZHhJPk/xP/780WHLXuI/NHOiNhii9z/sckb3CQLiP5TCDT4oy/M/PNG3bZxy9T+c84warKO1PyiWOyq+1LU/4Vh5yeml8D+H3xEvwMDZP2uxuUXjP+s/vpZfg2Gl8z/Eeh3+z3vzP++toDgX2/c/r7QaYiRC2T/6BSIGqdzjPyvMoQcIO/c/dA8GC26h5z9bNvpD39b3P8S/WGg1xtM/StyuVgSmwT/NyQQbbmv2P5idz+iXcvU/gJ3yv9KsuT8MhSIXCgrOP9BxbPUdHL8/Pl2VumBl5z8i+nCg5NPfPxSII2gFfss/785ez7sf5D/g603jjjGuPzzTwOdj1Pc/zwjln0YH9T9wkgQZxuiSP0Apgqv3mO0/NcyKuC8h1j9UxoBbmCu1PzFQ6O/axtw/WGeKvC0U4D+0VxpcidXOP/0m4sqjbt8/wP+tLd7ThT/QfHbS3xDwP5p9g9WVpuk/gNcFpB9P8j8QLt7vK0mVP6CwNl6Ep/A/dlC7x1wq9D+/F+4Tc7TdP6Kxpwpfpvc/LvQ8YjPz5T/27+RsNTXxP1Z5apmJs/c/2vbKX++z7D9tCLBKPsb2P/vpEm6NT/Y/g0gO13/p3j/Wvwo8B93lPyp5baaDX+c/Zh6x58Cd5j9lUHGKOF7eP5kWP7t5FPc/YIQk/SCMwD+LC3kOGNDaP45j0i6ntew/Rk3kNXXn9T+m9ARxepHyP3UuduIgnPc/wGu5j7Q74T87nYdwJ9HuPyKWDdnW3/Q/ks/LB2Qf9T/eFAIrmvPmP5bTnBfMDOc/Ogt2X/C38T8LfrzEj3HuP02xswN9B9c/iKMz9aZQ9T/Akd+asGmJPw5PPDbOq+U/P9b6LXiX8z8DirEJ4kTbP65TlS7wzu8/hxIq9qeD8j+eclT4pDjyP9uabQ1eufc/Cg7LOnEy7z+wRGQOPpeXP1ixVx9jrsk/EnP00TT93j9jZ/2XZYfzP/0xlXaV9fE/mv6253vGxj+cWrP40FK1P4C2uQ0C7Nk/IAsc9/Ql9D/C/hGXpgXsP49OK3wLz+g/qJKvUeaGqj97s2hkvZDQP5axz6KvaPI/SonIfBoK8T8qnUl96RvbPwW2iSTcEeU/wMnB6u3E8z9kfUfAtPzxP/cZRTrcIOU/ZHlGQyyk7D8IzByFeWbiP4PHls/8Auw/fHwPnnpnsT+SaAJrxgfwP2afA5ikGvM/5qPzMT9Q5z894cb43njbP+AJu1KsS98/DbAoMjo44j8zBUjwsiL2PwNGSD7g8fI/gMBpiktStT9uGojbB3XVP4C99ElLKpQ/xo7VFUicxD/7mTWJTgXvP/j0EdM/7Oo/pY0kUHob6j8UnBvBR9XsP7iOvUCVXdA/0DDIgOvd6T/GIh5e1Sb2P1S9fvtiCe8/KUwk/vsT7D8UAe+oaVrqP0TWIfotVfU//2VHyGOU9T/jWSh+OaT3Pzqn49Sp9Os/VgP0dm2h3T94LcXu2cDuPyn8MJTYWPU/2zV+/mOc9z+r3O38nE32P8iwRsJOh+8/9Nq4cSqZ0j8wayX7ukjiP8+claE3r9I/enwicQqx8j+EXqrHdxzKP7SRxv6slMA/jVGVKs+/1z+Qoe7HSBbjP2T91watMPU/xuD2gfkL9j8+TcBHHvbyP9veZy1unfc/LMrcMOGm9z94zSz5fKi9P1hyxMuJYvI/DIczSsZu4D+pORVIzoLwP2iNHNRkH+k/Kbv51ECI0T8R3+PC/PzzPwi5nIAHVuo/XgySTLFI9T/qXgmIuATgP+O9gvlCwtk/kE/Sfo/F9D9wdQlPV8DmP/zp+k2s/7g/wLu7QW2XeD+8qaAYlai4P9+wdpxQ+eI/TZHRCGOt9z+mVYBDnqbDP9vqM1OsxOQ/sgqOTYOU9T9j4MJYa1TRP76/75AphvI/yAYBq38J4z/oXOT+YOvpP1PznaH5wPc/bKJdYc2csD8vWVaFtqbnPyIXbDe5FeM/H4jyaygo7z9ZpK9i1sDfP0ITBB7yL/c/yPlGnWxbzz+g48R4wtjuP8Jc5Ab9+us/fnCg9soQxD+MMx1jeqj0P9YSnhG7POs/dPUUtqm0sj+KMD5EwcLaPyB8jX36U9k/tNjZZsqk5j8ALLmiZ87KP3b43ROt8uQ/61zqx7eK3T9vfU4xcEzcP7R4Z20AfvE/ha9EBUG35j/cXUeY4U7iP8z05ACEsMg/Urt3xkNd3z8UHz6ELizDP1Byu81bduM/sapC6BhD0T97B856bYXXPw9vADbRqds/gKJeupvH3j/+AVhrvXvjPw4D6FUVN/c/RjfuR5df9z8g9SX5g3PiP9D09OiB56c/ypUXG9uYzT+wARY7LNL3P1Z1yzr8A+k/iUw0HWiA4T+7rTgMPQv2P4i6jetslsA/JrXRB+tXzT+ZqHWvhOD0P1VrLPzf8uY/KkqgpBgS6z+m3IVrNAD1P4lMcPfxCtE/FI34BrwR5T90WKlCZFPuP2rjQtj+L+U/Wty5W84txT9Q1Jb9bdLVP3NThvrSaNY/rI9qhAJv8D9c5aTMcY7vP3A9l44VEp0/lQW0oK003D871F/NeDnkPwvy+XwPBdE/E69nybs55z+Qz/wv9TatP+SqBVAPw/Q/DlQXQXBj9T9wGOhpWO7zPzn8gs6TlPM/rA073dQ38z9xcCYHQ9zWPzAIoUfJkbc/HEXfKOxA9z+M7mFJdcnwP7R12eO0L9M/dOndghuO8j8I8/kBEvnhP/ANpDGujKs/SuJvvl0q8j8iRbozsKHAP/pljGDdR8U/XYWxF6DM3T/aJCe9vzjwP15fJQhtUPA/q1PFlvX89z/gnpEaMYa6P0iemt0XNvM/M04X530a4j/Tpp6RApbXPzTCRErqIuI/jbmfOanD9D8ClQw6A+7lP/CgXNve1uU/Q6+SIUkr9T8szfi/OWjFP3q98m6UjOA/om51vIiv5z+UE/KNbwvqP9xowSMMCfQ/cD/6YEs9vj9MNevI3XHpPzXLgZ1WX9s/PXjGMZc01D8u8ozTCTvJP9UoIub+QPI/DFff93f55j/+48Lv6D7jP7B3SD10N8Y/c9psQd7d4T/8eoqkNGjmP/tuvRUndOs/YsE7z7GB4z8yowkJaZXrP01d5HjKzvQ/eDeWI6SbtD/A8mcdbMzyPxBvpJyB3cA/4Q36lFML9T8gQe6vhoLVPziIo/edcfI//rOeeeFM6T+eoemm453nPyKKRekSefE/PbK5ZMan9z/r3q9XowjmP7Ie7NqzmOQ/6DPGh9r/7D9j6xVepiX0P5mHmxOip/E/LWVrjTo/8j/AeNICbGn1P0QAKdLZcew/6qaEV7pH5D+ZonlaaZ/2Px0p4eAm4No/GM9plZCV6j+xeCuBchXtPx5LZe3fWfU/HP/pFh7B3D/ibAoHBDjnP7FPdkftO9I/NjA3lg3C6z922tJUEtvjP6zj5guC298/KiOQgqvR4z8KyMOQp1z1P6FyKA/4vvU/mJKnSvBo6D88qYx6t3e6P95XHkc5F+Q/ieXN6c7H7j+oSRlwRALqP2CCCvkZLto/+NM2CjSWrz87C7lrKgvzP+A5doZnzII/6AqtiTrU5D9PASTV8Fv0P0XpU/uixvY/3o+HxS/79T8saAGtZPfwP3UBtxnEINM/ZSfLgIRi8D+vwW3olW7cPwsJzaTUTeU/toIMkgJF8j+niCuyr1TeP43x/vjMmfA/2yB3Ss5Q0T/wAJ/HRUihP9DCymQtofY/WqSgiwxE9z84xWKrEHv1Px1XrioCHfY/jtC5b4938j8pQwjkZXzwP9N/br3bf/U/4Dx2Os+3sT/yoWFqcHflP30e/0e8Wu4/uSDGzaEY4T8Asft/XIZUP4r15ymXXvI/Ci1LafYC6z/8TlwM0M/3P9Dck864m+E/Khy/F9e+5z+UWiyPVBPlPwFiMSz03u0/3JCun0zB8z+gDchiUHTyP6wU01r07MQ/kUc4fENf9T+RPnmcbTLaP7x7gPuz7ss/tL8SuIrp6j/Esqw55/7pP5LYc/KCXOI/ACAmvQ8NZj9dACR1hfbXP965QrdVaec/I7XhZaeB1z/3pD3hnc/jPydXz9hv6uI/ihybVFdPzT9LbOECQ4D1P6VJFB0XTdg/QMPvAqzJnj+/UfuhalHkP6AlxD7zB7s/CDr+JJDy6j8vhh4LR6PoPzwZWEpuvsQ/llwElMDu9D+jG8SEQUj2P/5/zlNXC/Y/fruSxgsc5T/uBqmJRhnkP143A5SDBeE/MjaSJfWB6D84WA4F4v2iP1K/z/WIz/A/ZlcUkP5D3z9A6KE8RuyKP84xWIBP4vA/tNXqPib64T/3dRFxzkrlP7N/nGOF6+M/EZNdxhXb3z+AKklE9yPnPwUV1HvnA+c/kNvZ49vz8D8lFVm68X32P9zO4WjsyLU/EvLfJf+/4T/gQdP0GqKDP4YR7oxDZM4/CCMmFWoD8z8yOoPIFXTbP9tD5eVXwN4/oldjI6Ro8D95eSkYFavzPwv1/2TVINE/iI1DvQ4C8D9YLTl6x0HSP0ygsan8pPQ/KNRb3Sb9qD/8/BQMNdD1P5D0Bku7HZo/pimxjsKR8j/8QTTlwe3sP8nEY6mNl94/rqxhDZbJwj+mTqsK58jEP1d1rlzqAPE/1b7ntjNs9z/YFmbeP+nwP0gJzhMIB8U/yAIGVINk5z+oyj8Wqe/tP/CeU3fza+0/9w3LUGxi0D+bcqCW2tv1PyuiJgGd2NM/tfNn7L0G8j/Y3XKKiUDmP0qyInDCf/Q/HHWKOs4f8D8b93adsjfTP8lWOQYDW+s/PNgK3WlF9T8+AHYR9iHkP+DGl2SspfY/EB/Rogyp6j+EI7DQ1uPPP1wZfOMCRc8/NquigRb96z90PsxBXNS3P/y9JvCr1vc/2OFhPePx8j+ALrYxUiHgP2A6vEvHPvY/oJCAKsTbjT9KUdxkVLnuP/rPAEY5R/A/XDWmfu7wsj8RSyLMFufzP8BhVCngR4c/VP2cTMCb9T/QrtDiRgnHPxlGfoXATdk/PvkjATAI9z/QsiBvYGLCPxBCGf5Ax5s/mCA9SliL4z/tv1xQsYT1P37V3WATXc4/CnfUwtbF5D85cFzulZjTP/KLC/znIvA/UjA+Bt1h0j+yh362l9b0Pzz1Htx1PMI/4hR/gHHh7T9qQjRmN7TqP4CDbJMz+OQ/MF8/3xQT6j/ngWO50cfgP3/7YLWAF+A/ZeXwoU/28T9CFjvREXTpP9YaP7AZO9Y/jAeUP5yt4j9QDTOh7DTcP12hfthec9c/0myUhXBN8z8ZHYDzOvHkP4dLX60d+vQ/7MrS+tkJ5T9VV8pF/izbPxTJePDJP7k/KXPatXAK8j9cTwDlVD3APyooBDe5G+M/qpg5JRZf0D9Ue/znqZ/NPze3DftCUuA/SHxNJn30oD8i3R3TFOTcP8rSI/xVvc0/WKhQ1ode7T+Qiu3D1Hz3P5hkoGOuAOU/DOcQKvvd5D/8VyIjAQTjP+1+ArFbSfI/4sV3svHD9T9ILFuIfgfyP6lqxypx59A/nhReXZF76D/S6Noy0oLqP0SyhT6uoO0/GHVgYODV6z+ABlXh2nb0P94a22J2e9w/VO+JHC9EtT/wb2ou/QbsP7hJN96tULc/Ukb3xKmb5D/Dzv/uJNb0P7z9EpvTCds/cd2qrIKD9j8AMY4zpy6jP3DNcZHjNOc/MPCVX40dnj/0u2tenNfBP47IuDltouc/aGTkifsL4D8yV3gHVKLyP5mDb9AKtvA/O/MNlDzc8z/AY6EK/Nr1Pw9m1niOKOI/+yfIZZTG5z/1d2NiX2njP5BM5j1Blcw/ZDYKsZffxD+rUL72g+H2P7rfc814Se8/ZFGS4N6j0j+iTuCTW+/wP4jcwmvZevA/Eo0maejb9z9hDj6MvwTUP3exT9LALvQ/OXVU8A9S4T9LEqWkpg3tPy7JRw8RX9E/+Pu4jcFN8j8CIE6iNsDjP67arBJe88c/SYAfj5IO5D8SqXpL6lPsP3MnDg7sQ/Q/+IhSUDYvrz9YQka5v3vjP8DRpcxshqE/IiBNPpcn9D8oih8Yu5DCP2Uk0PbuF/U/hPgxIHcA7T/4ypGQLnzuP2AXeTo8XOA/wrZLOUmy9j90Ql/2d2vxP1ruq2nqAt4/fZjssjOg5j+KeF7S4pfwP4+Gwqpuz9c/9+jpesP06j8SdcBWYcftP7SVSPxp6vY/EjGmz6hn5D+cFnymMyXiP0pAHHsfpcY/rNS5NGMV2D/31T6Dfs/gP+KD3SzIsOA/wL8q2M5myj9ybLdHsNP3PyX81lb8MvA/dn+pV4EY9z9a2AkPTcfIP5RNIfIW8/U/prxhHJBA8D9CJYYnZ131P8IReHHxkvE/hBQMsDYF7j+ZMjEXpRvzP66ZgjiLnvQ/uskFeUw84D/s/ERjkLrzP1b+CAz7EeQ/ZCM9v/R39j/C6MRNjsjxP2+c0hmw4/I/5D5DEMYi8j+qzdBOahP2P4zHAH3upeM/3qeAoYB74T88Z5bhDh70P+mnsxF8dPQ/7N5UERsT9z9zZ2thQlf0P12zdZUvoOQ/QnEKWA70xz8yR4uWwULiPxY9mCkUmes/wWgDL3yi8z9JGBql6CzbP7KgaetU0PI/5hJYBC3T0D8uvgNSI1bnPxdQKohSteo/jI+HwgPoxD88qhtX2lbsP1RVrkcjouU/ds+0wqEZ8T8ow98nC/y6P1KWGO97qdc/9BAkyMzv7j+KQx4XmBHwPy47qQSUxss/kyrmZY548j9oEQ+mzdrrP5uY1QGabNs/H88ZpFdf2D/Ai87tnJrmPyEqZ4nfgvE/v5vBbSLD8D946rjFuz3xP1LE9Nfleus/IeT1vCl/8T9c7sD2oj32PwA0/CN8DJo/uED1KBQQ5z9W7FPFcm/GP9QHRf6Qi8g/tF7jvAlZ6j9nWmb5lmv1P9PxlrSMvPA/XPoolLsD7D83ZeCGm1PWP8+5+hOCo/E/Yn1qIRVQ9D8wFwaMtkWrP3b6DXgTMuI/vmlHeZDX5z+ErfmgDTfjPwh+pI4VpfU/x3XBi0Bq2T+oUPN2jQz0PyBaVAdHlu8/Vn4fA+Vl6T8wdYL/PE3xPyRGY9q68PA/C4eBvhGH8z9oYHmfoejlP1UZBdRXDfc/pnYeNytN5j+1HtY1xvr3Px5pGc6preY/NxZFvWMI8T8FCRBWr7TeP30anCq51vc/Kx1hOVUp1D8plXMXlWfXP5O89RV06+E/Nk/TETVk6z9Ws4xvioDJP+dI1diXG/A/CUc8k5318z8ymkIgk3LDPySk/7BRe+g/nDStWf382z+6pirY8FDLP+Tm3HRJL98/ZNPB4+ly9j8O6Ue6cNzyPxWbGKZIRvI/4PsS+EWg7z/25IWm0g32PxRtlABU1r8/VmXWqeSH6z/3hZvnICbTP3Wd0Vg9s9c/RCPOznY/8T8wAsTaDpirP4TTDlO5U9g/Mms8DWTa0D/oOzjMOyGkP47zt9HAt/A/1tzDzGaZ8z+mHpCesG7BP8JsswIiBfA/juSDg/luxz9gMzzTfeP0PwIIzE50xfM/bsKGv61g4z8oASC3KpfxP1ribrgY9uc/Yygn7Rmd8z+fk81INkXwP05uvEl9ZPI/5kUbaJJy9j9+rTQd27D2PwdCrC7WduA/8hrzFCi2wj9wPkD/qF/eP5WudkwuTO4/k+kczXqQ3j8WlK1WXCbUPxnp+RUhFeI/cq1MaqBU7z9ItwdzhYfrP8C/EaxFq/I/z0BLAjQT1j8ILC4e5QDSP7PAdoE30Nw/nrPQkRC44j/mVlAn2mHVP+QAVNgGkcQ/d0yAzZhW9z/FXF4PoZHTP5omyBPO+fc/gTZ75nOr9D9IOZZ22WzTPwlIZR3yaNM/4K58AZzIzj/H43qZpFzxP0uEQp29M/M/9L9Mh4pD8j/s3RvvM0zwPzXVJVdH8fI/7I0CZ+sv9T+N4vv7r/LQP4YoNMeVL94/kmApSGBEwj+Gp+QhFSrtP1CNyeSvpus/2PDh2hLTrj9rMUo5eV/2P8hP+3RoR+8/Z9p84llk1j8WNddC8xbxP3r3Mne41uk/RMWNFtw78z91R956gWvlP8qTEGRy6NE/Hw9SZFRa3j/oEa1hKx7xP4CQWmIDKPc/6JzWt3owxD8AvtqJdg7JP3gAgAtWscs/Q6lS5FY89z+ZsISJrL/1P7j45aDcyfE/ZqBSf2zc5z8ORdIza0z1PyYzzwaGA/E/5RzAhNEF6z8G5anSSazuP+SabZ+Npu4/AyATEJSp6z/IOoAaVDWuP96/Ouzes/M/R6LBXNAa3D9YV790GP3iPwpxNwDLfu8/juiQYOev7D8TaU8G1RnuP7K/6SJWC8o/Tom7WQVrwj8sU21IibfqPwDwMKeo0+s/4ILqXoiz8T9XjGa5+a3rP3Re7kKHn/A/2Wj2VJJ84j+jX6ladVbbP5oOlCv1Feg/mgNPwvEs9T93f3DKFGbtPyXulo6BxPQ/iwZqLPO78j8gh+oDlqqnP4rU6okMw+c/ZoM/o8CQ5D/8757U13vlPwaiQWX1Ju0/T+DcpMEA8D8/DuVlTGrdP+DLmIA9UvA/oAQhu5Lx8D+lidG1T6zqP6+XXnfqFPI/JC+YETxOwj9HGgES/NfqPwyJoWTdmes/kOtJxZdNxD+D2DGum6vTP6hU2+ZbsvI/dV+g7TaT9D/DMSp7i5vUP9z7YRWHPfI/DobHWCAv7j8BXVaOUj7wP/oka7IK4uI/Gc9TC3OQ6z8bAXIucgzgP4+iL/qAiPI/g5kafr7B9D/yW7dki+rtPxVz0cvojNY/bIX5scsuyj/z2JVb+6XjPwCcu7onVPE/gF+T57Tq6D8y1Tij4V/BP0Sz7sdFJcE/JVlPZRVs5T/+G4kpRFDXP0D7LUid2ak/lbwQvk4/8T/AnBKNbXKHP86MLmSRfvc/WLhvHJAU0z8rUAg3XMP0P8MoU+Rk/9Q/w1JV8VRZ8D9G7ZTLEoLGP+j9XaPadq4/Akkxy/3n5T/sWn5A+Ri7PydQtJF7EvU/9tN6CWpPyT9jpmv4c6zRP/4bF+S5+vY/tH91Lvmf1j9KsSfUH9nOPxbcMZNxCc8/FVBH8Zsw5z+WyZUQq4noP6PlHAJ1mPQ/rkO5TYiC0T+eqlVGlP/2P+ft+qmU8fc/AFpvFs0V5z/nLTYiPQPTPzu5saktm+o/eBvzri3ptj/Uz8XAQHXQP9QwCiJNtvU/UYFCDdyv4j+X1YFMR/DXP/zc6lTuIuo/ekNJSFU+5j+9quSL937aPzXfahvFm+k/x+kM1cDe9D/g0bUau7y9P0KfJZyrBPI/CA/KpsJW8T9oLe+X2TDCP/jSXmlzxuk/yaX4RKAA0z+Ut0sIUcraP81IByJDnPU/IPCdi7nMjj+wSNuqLr/1Pya2kf1oKdc/GHs5abLIuz/xhKVJ6wzSPxj9x1LG16A/W54iCD4C1z8cJbhKDg/2P+8uhGASSvU/oOg5BGpemT+SFRre+dfzP9R5GMggrLA/uI1gxIdZwT9tYHNH69/1P9RtC61vSeE/WjDBDUM83j8EX09fAoj0P0Gsg1IjgPA/y0B8Hrvp3T/AY5/2FReZP65LzZHkk+A/pjG2jAUn4D9K+wGDGcXqP27iSA8ebMU/XLPcW/O55T/60fycBNfpP/xRoUG2Zus/1Sxxa4ce0j8iNa6ml7fxPwI+/2uwztQ//m4ZrIrL4D/w6bdOz/WdP6CG5mnOhLE/hFJum8fV5j+AYHGEEKvyPwSy3JgWVcE/d71l33Vl9T/1UMs4xw7pPz3YN4RgKuw/n5XgDrA+0T96wUtOwAHjPwJkmeMRXeE/+N0+8TNW3j+kTLYzD2LiP0BZntmjzaY/IkrvCxLU3j+BtFi5cDTvP8HVqaCyftE/1OzhE9VU5T+SURp0lOz2PxTGrha0z9I/VEolx9bd7T/ygq2iLqrzP3pv28AVIss/RESEuyGK8z/DovZDtVjzP2BW7WSKteI/05R8OHzY6z9lvZB8yWvjP/kGlqdpDto/Tj2gkhco5T+wjfOxlh7qP6wBSzywXvM/UKSx5Bkn8D9AhyRVcuvYP6JpmMkts/A/oPGXNza1rD9N9txKrJ3zP56kdpLMNO4/AC1nEa5fqT9ISHu0DfTcP7AI8MMpGvU/M55Nz63o8D/PJt+Ltz70P4CG1bY50Hc/vlfJh6hewz/4HWkBp3vnPxEY66YtUfA/Fmu8+jo37D+UTNoRHx3vP1LMl6p3/fU/BQrhCy+E3T/jNOn8xXP0P7xsFf+x3/M/uT2ka6jF6z9ujPHXzSnhP4pC8Ws/sfE/QIQ42pCNvz9iE2iEbgj2Pz638rq7htQ/H+d+/qxd9D/Vs0mWtsrbP4ziTJ9Kd7Y/fPt6kIFe7D+wyYYIIBz2PwjS/cU5fe4/U7Xj0/fV8T/CoOanKinxP4DrK2kZF/U/IhwsjgqG3D8yjwaxI43hP3hA/iCeabQ/A/HEqQtg4D+zewbSAFHmPwgLtaWei68/2DaTTTpE8T9uoWZZ4FHPP59Sop5BPPM/T6ELuZ8B8T+HRyr/VO7VPyDa6KxvFcU/LJ9E6Sxsvz+4++TcSGevPxrVN99O/uA/5dZPO18I2D9EZqu4kpW3Pz7dYyp5W+I/6mFqBb/eyD8yrFGVGHbyP9A4n4MO6eU/4SXetPyn7j/0N5yB3Wa0P/IG3s5Ate0/MTsSM8D99z+Agq6aAIqHP1J3OgL3AOY//vp/gr6j3T/Am1vjyL97PyTVGXhyO94/wDK5+YAQpz/8YrE/utPzP0YskMEaldM/+LQCpO8e5j8S3wVxUvnkP2ALEEN8ht0/+gLaWal34T9y/nTWEfTrP3ITHHnl/fE/NKOhxpoFsT9Ez6aYkFbmP/h2sGITOMQ/1DE8850JtD/dQN+qyHXQPwokRcmB0vM/rkUn1/52zz/DRS33eYPUP+aDOqcv8u8/RIHBTF2+6z+mUZrfqznoP1K25cuGnvY/NY3+3a2K3z+a/lc3aB3MP+JjE+7bJvQ/ugj5gb4V5j9UrpCgkHW6P3dhENjdFvY/tNj9EBsO9D+yvAS0zcvhPyBgAC/Yg/A/g624VZbB9j+an1DlIkT1P26U48dEVPI/SEImq85n9z+wtrdccne5P8pcBRDTb90/jEddrZTM9j9Ih2TuCMilPyCR8WObaLw/IINpwyQJij93qxxkcaXuP2eeOjkPl/M/DR+dRM1O9j97/sLcW6LYP/t8RZzSWuI/L3TXV7oD6D9MVSE3A/biP8G3SB0IIdM/XiPxJxgZ8z96NwsAB/7lP+PjU3HTU9Y/0CvGxuPy5D/jsMEZK/vVP0Ncva4vhvY/soCYEk/39T+EFE1msWqzP1d9gyOX5/Y/d1Fl9FpF1j9f1kzzLnTtP3bzGSUt1vE/bXlZI5PR9D/CHZW7vZH3P9iajlczFKo/aBpa7ut75j/+bTzzgjHxP0KvDl44RvI/clZ43XVE7D/r83kVNrvrP9myEnnZEtQ/jBlsl+jt9D9YgipyGa/EP2gXR61956c/AoTJVrOU8D//Gx/7cy3qP2t3IQv88e0/0uL0cs6X8T+oyVctbX73P1IB22hJV/Q/iH3hJ6Px7j8Ig+maoW3wP+SC86SSXPM//pZKvEZR8D8pmttws1nTP6HHHdllw9k/kMqHf0B5yj9okk4UYOXBPy9V+TmeLPc/1KMAwvl/yD/IM8jN4QSlP7IY5H1/A+s/1Jo3x18GxD/cs0uonWnaPwz9xbfN4OA/HFlSVz7n7T+nbmMeTjLyP1QI7vUEIuU/8mIBPcCEyz8VUVYlXQr3P+TDhEzulO8/7qyzZEUW7T/RTxsblvrXP7wfXcqBCvc/kWoUJ37d2D+0lCRqJAjwPwz+n3Ecvtg/gISbfbO2cT9IcRa9BfzgP2uh39mADd4/NF29OIeS9z8DoOpByyHQP2b7f9L7Rec/oMCHci1tlj9jVhLT6NngPysLrrOTO/M/bzX0rpU38j+2SFMhuGz1PwgxMMb+K9g/wKH7FbKxkz9qQXyH8HPnP6yG2qUujd4/DBTiO77C6z9Ggu7bHdr1P/RWQirbv/U/dMy/zcIQ7z++LX3ZDmT3P2Yq2C9Ij+4/dYJ5/T2a9z8Qb/hcTzjnP4z8J0TlXuU/NTXrhOp05z9GUQ+hoPrgP58GsRjvu+g/lM7+PQtosT94ZHYPruHtP0pDdcHCX9w/4p5Pu89e8z9UiIUgz7e0P1HG6qWjw+o/8C7+slMd9T9DQhb09D3fP8UI0rrqneA/IPjmLye/0T+4Dym2rXagP9YE3OwWYeg/l8gbxmyt4z+KBJ1XjU3oP5Sy/vCgDPQ/y62x68in8z91nPAoqubjP8rN5EcqTuw/wvbFvKO76z8dCJBorv3aP3FEC6g5i/I/yD+1/Rv89j8uzimQ7BfjP7Z2G+ZXe/Q/Bq1s8jIi8z9sCqeMOWTmP/RigHdedfc/Eo6l0Mj+7j8XwhbdI6HTPxis5yXzKuA/V9SmCwyA5D9AlBB1mzvkP28yZmdwzPU/jQQ/v6iv5z9eQqRx9efxP4LRdAxr3uc/zr0PZzYu6D9XD+l6CSrwPyT8urr6pvY/9RgJEggS8z/E2Bw6W+jAP69nyi/PMu0/GPu2+M347D+7ynq7Lev1P+tTwlJXzvI/UgohbhOC6T+g11pcLkDRP9Mi2ql9H/Q/N2Mkkjl48j8IDhYz9h7pP4UL3hslqOc/xV1PVV3m9D+aAtX2bfrsP7MgMvZ8DuU/iFxZ1PcJ8j+XfyDXEUP0P0Z8INVm3OU/hAXAz2TK9j/i+wRyiE7QPwuOrDbFxvY/oIRJwGLU9D/ymXJMrAftP3VoNr6lfPY/eTe5bMda9z+EMeXrrD64PwiuFjAKg+o/UkNNcYzz9j86XtnYGXXyP6DtCXNBKKk/mvwHuVCL9T+xi9e29R/jP9eqU2Yw+9M/95aDRel48D/gco4IirT3P3a+jIYVVtk/ltuBoBxB8j9b4LN+Zp/jP8HZd5qsH/Q/LrBhoXWC4D8i//bJ98nJP++hdMNP/ug/yO0cEv1v5z/HtXKN5cn0PzknNo495Nk/ZOpO8VKl5D9mIRT5EzLPP3FSAMJOzOw/p4pmNvee8j95B1NzdxDQP1pQCpzuEO0/thYbsI047z9OkTE8YHLuP6ASCUh7vuA/odl/fvQ46j8Q0ORk5uTnP1lzAfCmBtA/tjr0FZWX8z8sq5gk893IPxDAenrJrtk/x0OVsnOg4T+f4+8Cl67aP/koyRoMOu0/53S6MqZN1z8ZwEI5Xmv0PyyOUu1c9PI/x6F42TKW3j9Aw1c3EgKhP5BPLw94/O8/GFQmjEbOyj/CRGiFjI33Pz5YXmmYG+s/d3NB9Mfx9D9a06+GAmnLP1oILK2CXM4/Ogdv0wLh3z8owF6Ss5vkP6YtCI9jvvM/26GJs1jj9z/gE/EWU170P/ZHlDF9rvM/rKzMFWct9D9uwZukixHwP2/68nIV/fI/dGF0/zTO6z8vWVRKZtHjP1GWvkETgfE/kPIgzv3Fuz/6WbuLz5ftPzeGL2eom+8/xDdKs+qq0z/eHe0lG2PiPwaEvdq0XNE/hHOlvueg2z8UFMmSbQTyP2z3pMJrbsI/NjpFVAtQ5D96nmXj/XT0P/zTUgQsK+c/iFnvkQzN9j9gydSjMKn2P/hFGe+/2uc/7r1lCkJZ8z8t+6flqGroPype7wV4A+k/GLsZ8u9QuT8lsfpI+YXSP/jwM8UVY+8/LEa91FYusD+A8c0Qabz1P2jIVCeiGLE/Pk93km+jwz8/jas39E70P7bpKfNkld4/18eIe+Et1z9JGjm/lM31P46T8lTM8/Y/8EjggIb47D8IbmmhqcfJP+BZzN3Fl/c/ORRfZbBe6D+SMZgkLI/zPytrQ41dqPc/8iNu+ilH3D+a6NyLBKbiP2VtBBzPhPQ/ru6xC5pH9D+S3xS3+ojzPwL8aTostu8/Ib3v/Ub93D8qF4EqL/3fP2V/kAjJqvc/blQSSHG78j9CADHjHf3qPzv4xqVyytY/9UCzL2kL2D+SYK6LEQTVPwfObNAVYvM/KngXlQ3s9T8E7rXx5p3RP0Gz5zYkm/c/QreAjkHk7T9P5dVIgmHyP72AV3hlVts/ONsFc2RW0D+lbNYXkkLWP2yGG7Mr5N8/9osYWhbL3T8eA74DNmLqPzPW0GtqQ/M/kJCweKN4zj/IgF211ofrP5EzvpuxufE//F+cOpA66z/dEEQc0eXoPx2psYz5F/A/zBT7Ku6I4D/59KzoEeDkP1GMCqV36/Q/ilGzQi5z8z/CtY+06JLMP5yNN+2R87M/6J0OcB4W8T/POuOyNRjzP8fhrWtOkvM/p2+GcYzL9D+whsHUIgLHPzIG9FMkTOY/FAbRFG8N1z8qknrYQvXhP1gHhAq24/M/Xne1/WRyyD9k4Yam+2HjPwayGTzSKec//F2mkuCg8T9J5a803X3vP1Dgx+S1TPU/wEqzrvBqiT8S4AgEDETqP0sJByGeKuU/Zo+cPOVo8T9XraQm/0L2Pxp9GAymoco/6p34ypu79T8iu0m1vYDjP6Cl2+Tynvc/vl30N5mD8D+c3F01mKzSPz+bg9J2k+k/ILLhBf1C7T8+SeuB19PwP65da8kxjc4/lhamhFGvwj/2quxRGWPgP34Nn6dt3PE/lJtd34fh0T8G2k1vXLHgP0aLtYhE6PA/0slQ0HdM0j/yDETv6YTvP8KKai8DP+w/lrIEgX698j8RubjIZ63wPz8DjH7BhvE/1zTW5SG88D9eSZe924TvP9K6QW93ZNY/P4dBqpPH9T9gEGN1CcXOP4u8iKNlnvc//l0KMY8f8T8vl/sJ3v/fP/wB92NtLLY/qoxfhgBl7j/pe+uwQp/fPx+gdFPEvPQ/fmRTXGp16T/KJuap4RvqPyAqU/JY1O0/gFKgaR87nT8EjIYOvHDqP+Kh0OqTtPU/UNBCPi45sj8KX10uuuzxP1ObD979ovY/NlQXgQzM5T/S4kr12sLeP4hWbN/7j68/X7Y3+NfM6D8fDgodO43xP+QSQqhr+7c/XAiyd6T68D9g10ltMbnhPxB6+JeCR9s/XsQH9VYe6j9uoJtK8ibuP5BnwBoHnOc/2oPvJ3/W9T8hDDv4PRH2P83kK7v7XtI/5UL1fPMd4j8LeXm1o7/cPx5c9+kpxtE/j50TOlcK9z/LB5EwLiLeP4QEdPICUrw/3OvpnUa75j/0uAHtnZ7FP+wO4uhxAfM/dMayxteN6j/MlKH3mrftP2t6UiKiuek/PJwERlau4D8W7WzuE7PDP0DMjPI6jPQ/dGvvLexI3D/I8nP75dviP3q99aRf3+U/ODJiLjLP8T8dx828xo/sP3gyI/TGjuM/AGQ+V/3piD9PGdm8D0/zPwS9L6KU9r0/8Sdc8UWO8D/ewfM0UzLLP4Avas0IesQ/qQPSYJhr9z/QUm+NXNL1P3J3hr3tQPI/bNxKfOQq0T8Odc/PoFDcP3ItKxWcffQ/8i/ECHfS9D9MwebxRZq4P1wsfyv2tu0/sL5HI/qf6D9qoBLVQJrwP6cEV7eiu/Y/NSUiLi6O8j9w5UQ86J7uP1rNYM+wKeM/0svlqxbm4D/0DILG5B/jP+6rScD9p8Y/9g1hnO2/7z+AcoOVv2ZmP3oKFZfi/vU/uK+ZZKVa9T+s//ByQMboPzayAnVHAuM/K6SnlV979z9V8+KLBdniP3OLOr7nf/A/eKrPBPKTwD+cK/2+3pbzPyj2AYzWEOw/lQbDm4Vo2j/k198i17PWP2SIZZp5+/Y/xtDmDTsr4D/W19LQ7hPpPwyNpJtpAOA/OQaJlpiR4D+U5rXj41O3P8vGRhDuft8/mATKKqpi5j/ZNYyUikHwP/Tm/yhSkLk/RZdfiH1A9j+BaVjooprrP7b9xY0Ig+I/queHEFr58z8ABdcnMX9+P/z458NVTbY/Gt7GGf2e2D+kWXn6hXfxP1xp/XKgis0/lJKVoPK+9j8ohn3465f0P08OUZqNUuM/69J4Y0H80j8Da7JZsrjxPwQEwYoGxuw/2m0JM8ag0T+gRXFI5TriPzQYRq8u3Pc/DFsDg/ejwD/SDyicGoPgP0Vbr1u5MeI/sj6Vvz507D/DH/9PqaP3P41F4n54dt8/nK1wP0DY7z9uIf0ij7zZP79N0cmT19w/T/7XNYeL7z9IyaHsaRvxP302s9enN/U/+EJIfoQ98z9I0O/uVxv2PwjNk/ZFzfc/rkYgIfvm5D8SZ9yq3ofzPyvIhOgkLPU/hO1uxq8dzD+5rUVgPJX3P2iqp+SUpKs/wPBZpmt4fz893L67HoTxP41TXX/XS+k/DKivjA+Z9D9wgQaEMnzxP3qNhRVI5/M/tcz0MVKO8D9hBeOntADkP9p704wV0fY/ZeMn/HhA5j8F7Dm5oUvxP3agXDIyRcw/MyvB5WNy7j+RgHdcqqr1P9zXJJSaifM/XeP9CbKr3T8AtPwbj616P81aH1bVjOs/82EOfG/Z8z/FLxf7W1/zPxvE4k71GfI/vMVpa4xp9T/yKMfeJHPrP/DbcEDjevY/tDBT9d4j2D+rG6XIGtH0P7BIw06kQMk/lHwNavMIyz9oAmjtLS3lP7C7CaOBF/A/BdNwblKb3j+8k0PpsBviPxoWgCv82/Y/zGcodXHu5j++qvzW9KLfPyXeH75TJ9Y/tIVw01h64z8IHbms9qz3P5mmDE4Sd9g/FFAJiImm9D+1JMsgUdjsPy7CVDbawOI/yINGfQ8T2T+0KPRgc+vwP4gukVOFPtw/gIuDXiFT4T8Pr2Tbu5T3P16clo+IR+U/stTtXfMX8T9kahrr1f63PxcWsDO6UvQ/gCK95DJ6mj/XUM3gMtPnP70OPq/DaPY/WzcKqL713j9h5JxJe5zZP+awXWzPfu8/LRsFy9cR3D+45xV9Ii71P2R+yxHfrvE/DI9C7UZ9wz/PaVdni1rvP354lqlhseI/aQdHovQ88j89XxCgB7b0P7opJ+LDi+Y/8qKdv2Qo8j9IWO1EhjzkP+xoNxLBivY/8JxN/UwH6D+g2Aiyus+RP4FOfrpMCOs/swHhSGEO8j8/5TxSGlfnPyZGCKhxyes/yjRGarJt9z94hJdNT5/UPwBZSioUc10/rL8OlbYY6j+uXufPsBTjP0DfxQmlNqE/M2y0t4Mz0z/g/fGA8MnqP+m8L6o4DvY/R7hSEuMF8j8nk6e5wEnwP66BxKlJn9g/OMgBxzjb0z+eslAz79zzP/Am7OtfH+o/nNVmVg5Y8T9OHZgc7EH0P8R4Rq4Wfts//VjDNPIU8z8dtyLMuTDWP+BDzI8R38k/kvRVEpN93j91RuODpXvmP7DOIVRP2Nk/WoglEODR4j81RE5BSBzRPwF2ftvw2/U/HCoSMNQy4D9f7ld8sSTqPzueE39l3u8/KfmM2+h76T905InIEP3hP6SjwmVZkOc/tC40Ukdm7z/ugIqoYjDGP6uVRHhqV/M/cuFjQLiU9T9yFigBP1PrP9dkiIQK0vU/HPvcR+HmsD8ynGQj/WPFP00BsdiR1fI/SGBqC9Ci9T/A4jBzJ+LOP7Fd1a/C/Pc/H29CVzBi7j8kstwkHsLkPzEuPa0Pqt0/XGSxPxWv9j/AUEHZUuzjP2xtKv64JMQ/tGJd0Qq90D+tFmvvPs3nP0J692jNP/Q/jvz7CYqi8T8mH3fFb/X0P17w+r7eifQ/2zgHtsep8T8nbXAxovjwP/MQ3NctYfM/TPiVzEwQyj80PWaYoey/P7makbPBRvE/g1WU3VKj7D+gMkENqETyP2yTOqPjQvY/SDieBAUH3D+xGK8P5Kb3P1DXpTUw6MQ/rH8dQFBH6T/07O44LELDP211uiygMPQ/3MX00PF72z/TaNEKxRfRP+zUsSDTfcI/2rzWKbe56T8qEw/8OG7zP3czUKpHA+k/oK0Cy1G67T9SHgma6vrrP9RLM678leM/7O8GnZz95D9lHWH4gw7WP0jqbZAiUdw/nQPshGsz9T+CTwxybBrXP0vhUNWSnt4/fQ+Sst4s8z/Id8D7x0TzP6Mxat7N6fM/qH8jSGeKtD8LBNHr38vVP5cqiB7uKek/PbvK5+Lq9j+CsWawYVrKP/2+Z91dL90/FKGE6MgwwT8453VSlaDiPxQWP8owXeI/tza7QZoG6j9m0EYArlrlP8LUfUmJxeg/VcP81Hzt3T8f9OAlu7jaP0y2oVVDkPY/gAJ31FAU9D9G0rglaNzmP+cte0+wjvI/g7lRh2y96j/heRuD+4jrP8jmi/MN9O0/g9T0xJNR8j9QpcWJ87vrP3Rz6MmWVfQ/8z8C26wT9T/uz4Gtr+z0Pzxn9W6GttU/hjQsHpDn9z9mbFE4LBHYP0Jojwm5Itc/+J5rGW40rT+vsEcJJozrP5zv+zIPfeI/TttftjWt9D+VYd+j57LeP2C0sEbTQPE/7GooxtqN8j+Emflp7bPQP72Jv7jP5fc/WBmeRyiR4j+Y9gWz4qH2PwJaCESSEPM/ND3GjZGouD9N4gWznxzxP+jPuo7pmPM/Pie+CL0p0T/1vWUYi6f3P4BMnFJy9fc/4qxCB7oB4z9w2HpENVWpP7hiL/deh/A/oaXhhj7E6j9EKq808BfgP4QcgrdY7ec/SP8cvFif9T8g3Xbw0b7WP2GHFYjplfM/QjNU1yq23T8H4FaKyg3yPwLkCmWq5uM/FpY9e8Tx9T/DHL7nEsL0P1aJhxAz0/c/1zmPQKcg2D9eLhQHF2X1PxU0nnc1ft0/TvuaPniH8D8VwfjzDbXzP3ZViitqysk/HA2Akp0p6j+2MTzQitbTPyS5iz/P7O4/9OlKhcdOxD+Py6OLXCPyPwBefEkhbtY/PLgNgD3Y8j/n06+X7UzzP8CXF1WFIvU/LGnvQ7dh5j/c4GZFLTe3P6yRhk8afsc/MiGL1ySI7z+7skiE69bxPwfETvbFj/U/9CmurIt89j/ruDoS/hfqPwDARD5y3rE/cuogzioK8j9OAxmmgz/qPxFnPAz1i+s/rP9DA69N9T8Wtlj0Dfr1PylQUb58n/U/P7gJpsXj9D/uARWPhPzhP3VY+hm/7fI/gEc2ypfW0T+77U8Vz7XxP3CYT9UrZ5g/xV6IiKQi9D+4jbiOE3vzPwr0E5Pz/Os//MZM36tt9z+9eiTLIC3zP/jd6UpRo8I/Oo5kOE5a8T9KSjKsqBPTPy4EAwt2U+Q/0zQU2prx3z+mivH4+yzmPyvsXqSWTfA/0oN4Gwlb4T+UyavjHrPqPwh35dSuP60/wT8xl83L0j98QsJL/BjxP4l8ZxNqAOs/nqsa3IYU0j9kwXYKCObGP41oTRiXLOQ/PGVhi0SZ9j8tMoHfDizdP7mXMK5BFOc/4vAoXOJg6T/qLt/Yx43nP444PnVTqPU/iMuC97yF9D/MqS0srinhPxhdj9XO8fY/aRJ99U4B9D9mNTfZbQjqP6BQW4BTqeE/nBiNpXAo5D/mj90FDGHjP8YMrbwlpO0//ocl+VWT9z9EZsih4o/uPwC5rW2Vu7w/aaSOKBBk5T8e6dpGXM/HPw2tISXAv/E/d2h+LZkS9D9q124LB/brP+CuGpMoN4U/ZAOaMnVx4T8M/lMgFI7eP/+/YZz5R+w/hlSUi0Z2yD/h83MYU8jwPwHe1U6jKu8/beuZmsnj8j9yWHbmP8vjP8j2SUZDnfU/lgZkCp+d2D+A/A8IHRV1P0CUUflxD4Q/eK6RE2RguD8Q6MvIjNbvP/Iv92zGo+E/WjUw3eEk6T/QdRN7APSrP+QyJlh6EPE//zP+B/cG9j97WSWsJu/cP/Lcy3P+0fM/Ev31x8js6z/DrDJSZfT0Px2V14g+YPU/teNXlV470D8QJm8x8HCgP4pVuIxofO4/TNjclP6yyD/o39dI3r/eP2Qx2JuoLvY/I8MT2hwn9z+r8moo7GryPzS9ox18X+4/oA/zFIB2sj+Hgqfe+8nfP1InFAi+9/Y/VueO3CCl1T9RPxDD0+DtP5kHQZpwqO8/IpoOLnb61D9I/7HSqUHjP0YCIRHx6OY/AsrcsK1Y7D+KhbLqm5bxP/XsJ7mcAOI/pFWVH+0W4z/jFFd8ufDqPxnRETgIFvM/Krw/qaUrzT/ul0gd8bbdP0oYplPgSck/LYSvbooa9T+cbBWEoD6yP9Ci+EhQA8M/tFIu88Dm5T8Yenub4wTsP1ipuwjrOfc/5PccFwVd2z+fglWtlGXdP0yoi9TI6fQ/DKGNVAiO1j9SXGgU81bzP1FxlArBkN8/LrTBANnS8D9g/7aXEez2P8xzYa9ur8g/PP8+TFCb7T8k7RKqVi6/P1A/p0F0FeM/2t5FR/5N6z9td7BbM6vxP6mucK7VoPM/VrydXip/9T88aB7iuRm4Pwvejo5Fwew/RjnrTT+w3j+KqRU0jNDvP4auGBM0Yu0/eqgn9L8Y0z9MsdSSeqX3PxtYv6cWuus/j+Fnd1rx7j9u7JBcnJzVP7VujRCePd0/NF8JKCyjtD+CkvXgEy7gP7KIHcHERes/ZAW538771z/b8dNLk+7YPwExkR1nqPI/APGGRE0I7j80YqRBEG/DP/AAKWnd/PI/OsQageDe4D9of/eIts3MP7z/P0n1ONE/svraxtCG8D+ONFx5OqHZP27cPxMJR9s/ByguRlJT9z/mexRnepfuP43hhJYYV9g/HhNA+0Bd5z/iTSQ2OeXzP4LXU2xtVt8/1sNIc7+D7j+WaMJKbZfDP8RbyGG4PvQ/7ODpmZs47z8BbxcM35vSP7H+YPtzR+Q/wsPy3GeR1D+TkzsyzNTzPzjk1KYMFtU/oAy91ROX9T8EdPFoAJ/IP+Yozo/q6fA/V6neQzpi3z8eyXujTwLmP+ChLbpVr64/rtSbSdGv9T9Qsb4pumzAP0bztskLqe8/lrxqO4Jdyz9uP9SXuPf1P3Bz0mPjRKI/UvkSdOj/7D+OzjwwHbrvP8qa5KffIeM/1vp2t+y+2z/WmQHMpyfBP7Q59SefI+E/AUXQ/J/a3T/qC9pQWIzpP24i+Y8D5eI/g41fYC/R0z9YvzbTHcvyPz5COIYkXdg/rkoVQMf85T8wRsQO9t/fPytEZjds7+g/L12HqLOh8T9l5LSaQenwP4HfmnbANPc/6oRsiG5M6j/WbZdGH/3jP00MiX+e5ew/wC/RaDTveD8lOOJNonTfPyAHn46JpuQ/5Gu0xe6P9D8Y9gJEqVqjP1z7FLgoS+M/E2ngBvUj8T+mjrUVqQH0P7hLfSXCYOI/PH5UMATm9j+Xx6x6K7D1PzaBoitJMek/VdbyZGJ64j8RUS+OAynUP1I6Gl2uocI/3HHFrZtd9T8AmM3avJLpP82AvPOILfY/kH2E7Gor8j985NNCNWzqP5OAPEUfxts/ODips0Ip0j9QsT/dVQvxP9apOysXJPA/8BMvTjEnpz/ANvQRi332PzIFfnvRkdc/lPzZ4i2z2T8ndjlvPOX2P5o8YYowL/I/YXlLjiAS3z+qm2uvF2nuP5rvmPUuttQ/YzpbjqAz2j9NuTgQB6T3P7roaO+EAuA/GTGdET1H8T9Ms/gSB9TrP91LQQeVbvM/1JV1K4eT4j81N9j+R6DTP/iFVI4ERNo/sgttB5EK8z/tjGnqhcH1P9EEiP9LXPc/+FTNx4LFtz+Ufao0Z5bRP3ru3RxHQMU/sJdxQx7M9D/7S4/xXAvVP4xomIubBPM/YXTNMeom8j+iFCwFYqL1PwVhPpwvzfM/gpO4bwI+9D+Zj2mRLI/1P37nURyO8/U/CLg/FnjO8j8UGUxPiKv2PyeUc+pq1PY/3mOkqWtfwT+CQ7f2roXVP0CnLomaUHg/kI6BAXRE9D/ZvwOyI9zRP9H675VwR/U/ihjgFW7d8D8bDI6y5CvzP6z0hGKTUu4/AYjDfcC38z/DGSu/fi7TP2Dwr7kFYe4/F+cOhXec1D/sNNgFBYjMPyNiIvMRxe4/2DP3GOVI7T90kJNyc4LzP0nChMGQ7tk/rG1pEhn61z+qJAMeyjviPwCX8SefEbE/sNBsnhAyqT97f5l8iKbqPyRLQZuHz+Q/LQBrV4zt1z94mWLJZvvqP0SmCd0aHNM/cKkSRO2E8D9AW1b2I23wP6uuURRIZ9g/COqCuowmvT+YyKAj8P7yPzQRB3oYMuA/gtl/vRkWzD9srjkHVYP2P3ClCnjB6O4/3CwCkbIW5T/QZu5ftcToPydyFWxIqOs/RI3e+ZEI7j/OMhpYQdn1P66Mi7rpROk/eiTB1JV39D8rVSJPsKf0P61PkFQzRt0/MEGMGfnNyz8gCUuYDdLwP9DLbFTvTPE/yARaKMrV7D9y+F/VVjXpP0SLiH4/Lco/9XKL4MNs8z/U3Nf/uTT0P7lVx4e2eNU/FSS0dYS38j9CoyXdrCrGP/Y9QzzlCvA/2ZWrodvH9j+touOWKRr2P8Y5gZFn5fM/YBoQOfUA9z9ebNjOyCzdP0ZfkQK7G+8/at9gqMaZ9T9Ko9g8PNTuP5k3Jw1yj/I/oSh7x/tw1D8QCdBPAhO4P9efws3lfOo/2oZNu+EH8z/AodC4GkvkP/CywYF/U/A/mjMeN21U5j+T91JX1T3zP7p9yw1sgvU/Rs53s0CO8T/UQGmwWG7sP7mJ6hqWf/I/uSMFtY/o9D/h5PrD9TXxPy4PgLy3kso/32Rd7JEA8z9ZtMFmbyzvP4LHHs85e+Q/nKmFYDDJzz/knPmRq/7VP5BGgC//R/U/xD7NM6+28D/mw/HzRcvhP6Pio4VjgtY/MKKvC9ZQ8z8cC6y/O33qP+LFZMlmAsI/RZaBQ/Gj8T8g8SMK8/zeP0d9zjg0LvI/Dux7CXDL4z/aEY+hZT/oP5rp1HnNAuQ/zTlu6ltl8j+F3Ipf1BvlP+wR6p87hfA/3KkX6JRf3D+iqNXFvdDqP6BeZ1r5Mbc/q7fupHea4j+EekXb1ev0PwxyV7rfgrw/FxRVdrDf4j/NuYkTQYLyP84HsWOPi+k/nmdQAlK09D+swDN09q25P6JUJF20tfA/Kak2BWD48T8aHefSE2LpP0q4M76LH8U/8xbRl2TZ7j8IPQh8v3vrP+g5G+mRB8M/iJsEw9mD5D+wS4gK7AC+P9f02SQF5d0/Cmgj2w9F6z9m4SERhEP0P5j0S4vJ4fM/ZzBFcLmK9T/Gl2evnvPZPyakLFKjFeU/iF8kiRrJ8j9EV9xj8C2yP1sbA4d2yug/O3Euafmr3D/bctyGS5LvP4Ia/YYPS+g/yCy99oP27D/Blst452TdP5bkleX7dvQ/zF9Qpuoc2z90sY4+XXf0P0D2t4taXoI/6H1HNSQm4z8NxdlQPq3hP3HwcTpRgdM/lGcoObgr8j/uKorB04n1PxZnddhC8fA/hIVE0vLNvj8ywheCrpXFP9CIAYQjXuM/5wjVYud+8j+HqDaM/lvgP5BXW+s/dvA/JlRKSwgo4z989rFE0hngP9vc3fvUANE/uBod0upHpz+Jf4+jdTnuP3LiMZlBHfc/eIyzdbem2T9uV0SZvtnpP3gLNxnIxak/xP8eLOpk2j9l3/fClfzyP5ze88kHSfE/6LAyK7SK7T/UJPfzIGP2P1k2KLN4BdQ/KAJkR8Qw9D8g05WT55HIP67es8bek/U/Q7lGD0Yb0z+D50+AXn/0P4bQ6VPpvuU/Cqr74KVx6j/ZA9Uu9YDYP7KmQzNRTPU/fsoTeAT78T99XO62+mXXPzt1qH2yZPM/Co+lsGHu8T9ONoqkmpXwP4fSrPUrD/Y/CLwy7P8Ruj9PKZK7c7neP7qJdkudld4/gSzLpO8N4j+plwRaU6TtP1EHEx8rmN4/F/1sWLkd3D/6NZz+axPxP5v6R6Z3O+Q/vcO0z7xU3z8Aqlxvh4D2PwipzFC4SfU/dUM1rO3d7j90QZA0wbbjPxli2EASk/E/7SeCFd6O3D+nP+UGTev2P8ANZ1yD+9w/2EFhbIsH9D+CubXkJx7mPzT2g/q2970/4Ojph31bpj82stSvDhL0P2UtgYyYbuk/y9pyi/nC9D9iz63qgC/xP44pMVAfI/Q/LuAh7XVWyT/mn2Y+WyHyP/ix8nvyfvQ/2eP9SeJE8j950QIGn2vtP00cfrzf1uo/KBkt+IfU9D8EfKhlFaS7P1VDIzpXwOA/SsmbWwnN3j/alLCJkCbqP1pFL2H59+Y/cnKC5OSdwz9mygjS+HfnPxp8RkUghtM/XpmqpINezz+6dfvxn8H2P8bwoEJOJcY/2OxsUo8woz8DNyprLlfxP13wkBFhOO8/fczFQe1H2T9eH9NWVKrjPzp7NnDo/+U/8OlIDADI6T9kgFiyZWbtP7Wkq7cYUNM/yI5Gw7Va6D9a1RSeKbDoP9XRTrB7y9U/F0fiJXCU3z+NeIvH9WTZP+gFg8umGu4/EEYiwzf56T8MtKdsXVPyP99wQZfRaPQ/NjB4qgxzyD+q1iyckW/CP/27xQLYNdM/3NO1T0z6vj98MbuEL0X3P6ikYEe8g+s/YIeG/2iHwT8ApBxvzsT2P4RBB1txO/A/Bfb1w7xv6z/zlBqVojbvP/PXohnVBdw/7N+m/fUJ6j/E/QbzOkjxP7LL4rwykvI/s7QjrQHn5D+izYiOOrjcP2yS+X6Ht/c/2mxd6o/D4T8dAcJm3/jwP8BIIaGEg6Q/zsIr9gw69D/vQJ2Pc1bYP6AkS7jrUfc/oQByAoGJ9z91QPBk5ofdP/XxfF0nr/M/lovayHx36D+GYyjbMgncPyB0eQh0F/c/PT3N+hwl5T+MU+OPo0H0P5khl8+zzNI/BL/8S81UsT9B1b8nWuXsP3O4dp/x+eo/sJyQgXrZqT+MB+n5cH73P1CFFgbu+vM/SAo0M6AG9D+kRjopVerzP1oQAQqDz+U/JEcR3B0a4T8MOelrtTfkPz66Wc3jm/Y/Eh4zFmyJ3j+ooefBzkzxP+pUmzwRUfU/0FJXQXNQ7j/YQp7sblnnPyDF7EOvsI0/zv77Zjqc8j/TXpocfJX2P5dNo6t6FdU/NsjqbUy48j8YhqttUy6oP4Bs78ZGguI/GmrW7piZxz/MjWi1bVneP1K2zMcq3e4/8of1Jetm4T9Ttj5ZnpHxP3KK/E8oA9w/fuxeU1372j/YkqedDCjLP8NCX3JO8u0/uwJPK0xW0D+hKoJhUevzP7TUaI5pIbw/QF3XQfGkmT9s/3vms5bkP3eWmnMK6+s/U0Vv2Hmt7z9kkaYmHF72P4RVXQayO9c/BuCBJ8vuzz9OVbP2p9jwP5KUHeih6fc//miuGuSu0j/Av8aOTibzP4sxfCoxIuY/JY727OK85z94y/3m86b0P3iiZ/JyEOo/pnmmiblI4T/6aN3OI4P3P8h+1ig0eu4/vlJ7E+YM3D/aH/Bm99zJP7Iw4tTUdvM/sIFHSf8qkD9931ujXjfaP/j0A9oKCKM/cDFevJfi5j8FBiH5YiTyP1Pw25+MKfM/LzVjjOdY3T8dSbzLM5PwP6zkNWZCWb8/2eR/Llsk9D/A/X1w4nbrPyfGxzr9/PU/vPK830/q7z88HeyNivPzPzTpLU3BBvI/v6PFY3750D8jIPlKiiD0P+pQYN+JYsc/RBR6HagN8D8cRUmMa/3HP5Lr8rhKA/I/ONhUzxb9tD89kC47EmbkP1SbockI5/c/L6qusXFQ0D8UrBwgaLe2P2nYlJ5rjeY/EIwQsXBarD9s5defzLn0P0AA5VUtm3Y/p4rLRHgM9z+ai+W5Xq/hP3Uhw7APgPQ/TFmHuvf+7T/adXMqJa3LP6vIViZbJOQ/sNZUKy9T8T8+oFk3WTzjP+esRnMgVvU/K4RPIDMI9j9KJ3WV1+LyP1ZjxJt9MO0/+STm2QC09D9erH2yPn3zP5xpeocMwvU/sKXo0df79D9fAC7kU0PxP1rR88UJu+c/qv9me2Q48j82wH5qAivyP5o2Pzu3JfI/S3m2EHJZ8j9Sh1zS6RvQPzBtOFaN6/M/Xp9/r3/H8j8ARq8xRaO9P1lSfdOVVNM/jcAhA0F39D9QZcabmE/mP1DrSDQ04qg/9CZoTgsuzD+acsrZp2LaPxP1YcVzR/E/VJ1X0C245z8BRd/RvRriP7B970nb1+c/hE4Yfbcu5D+OUS2IlRTgP81dgD8/YN4/Qu/VMUzA8D8DbkoeWd7VP0gPeALqiM4/z6QGOCH99D/86SXRE87ZP8uZWG1XuNM/gKziEOj94T9tI4FvIu7pP+ZyDhshqPM/HC8brNth5T8Zmxtx+QDsP5Pv0W1ouvc/kk9GuZK24j8O3WwKB9vFPxjFXQGBnu8/HK0FgEmGtz/YBra5oKDYPwRRpUdLINA/duWgf9to6z+krrBafxrwP8DJCC/gtJ4/FEs2+9I50T/CN1xpftb2P+B64SpHDfM/mkdgb3jU3z/iw5bPKU3MP/CdjDwBmPc/Z00DNwed9j8VsDZ881b1P/Ea3YTUZuE/UEiqfe6ixD8EsQbZiUbPPxQTxPMMYc8/sIhcGJTFqT+8XZI0wmvOP4BM/IzMwaU/EbtzOk6a9z+ApSvkY8ShP+hOrGGqZeY//FaFhPbR7z9MZ5sNCoLnPyI1PVWF2dQ/unpFLdwo9D+I4jhSzxfaP7wA5zeLA+g/qNEbYJ0R8j/wrr8hom6XP0R9WM6TuPA/gzuuXJb45j/bDTAUSP/0P1Vr2koo+tg/vI+6KkOk8T+YO4XKSB7tP9H+tBNImd8/nSZpcsUx8D9eVpG44c7kPxJK0FafY+0/TDX1uIZM7j+yv2cvJwTyP1RxSWovF/M/qjGRESbR6T+BSUlrcZDbPwCKKnCGObs/aAkTUILz7j9gjzPA5B2KP3gg/nkCLM4/wJZ7uCpy5D/ZCwOLFgbgP1cJfqBSDPE/FBlLQzTrtT/4+k5xKynsP7YTJfF3a+Q/fJXUlpHA6T8vnUJDlxX3P2SkGi8fS+c/ctZ1HeGn9D8ALNxW22B5PwBZywtlKe0/mGpScooesT+MHskHmBraP6jxwfkDCuk/wAcJpvtPjz+7xOXSD+7kPzqanWo5q9o/DivsnqRn7j+Ini1xgUbzPxgpwnTBAOI/cqIbk6ygxj9GUXp5/ZzcPw9/k0OVTfY/aALTF0v77j9AlnpxxFbJP2DDCVGn1sg/LsTtVe0w9D8ADVFEujRUP3jlSAw73OY/Ft0Hkyp44z801c7sKs7zP6WNmlmEHfc/pJ5+F+BnyD92kYdNoD7jP5J7+ce7b/Y/NFzUJgoc4D8Md+u5wCXCPy2tVpxekuQ/tC+3hjXQ9T8CjWhvv/PLPyqmDlFUruU/D2n/n+xO8z9ugrq5JYLBP9LlzlkjsPI/nm6VUzzf8T+KS76OVDTIP8cjn6T4ue4//v04/6M79D+TdmDny1rrPzKUn9zj0Pc/KLii2Qwa8z/zByRfzn/xP1Jf0nduifU/MHqk7XU3nz8iCisCG8vnP2Hjck/PtOc/i5CuDA4Q5D9tFwpTlLnYP4bsg9NBveM/HL6ju2gS8z+YTXQDG8fsPxQ3egemG/c/gEx6tUit1j9WDyrokzjuP4hKu7wtQ+E/PnajSlXy2z/oNMN8FG3xP8OA/CHthPY/0Pk19hv49j8S83btL37oP6VLyEP9/eM/Hm8FD2/N6D/4qOETTCjoPzY7eJPasOI/wEiqy7Xq1j+8D1ctLCbtP2irySNwH6U/JIHPGIJM9T+Q/U+m1ln2Py72SOcwc+o/HndpgtFu8D9M3fsiBAPdP4cD6Yeevu8/XmaFev6y4j8w3Ts8T66pPxRNRNC8SuU/CAiWOBrrxT9+jDCjnS3oP4id72PFKak/rV/WQ4zl9T+K12h7lFXSPwVP8ZIbrOo/zFjOvLS/8T/mW4lFCzDBP7BpjuyVAtU/2oBaSPjwyD+baFGMzpzyP1a7nt1h7fM/ukc/sxH+6D/eyROVWxHzP5Q/j4Nvtdg/jNXpV/XL9T+OrYh9AfzyP6ix1CpkFfM/Mhk3ebQU7z/ctZ6U33rtPyASbWLDo9s/kZOAtQSn8T/pzGxBUCXzP+6DtastFPc/bNXnPW2f5D+jwA9Cib/pP7og347Scek/SoayPCc47T9BYILnVjDmPwmSbgPQmvQ/SEAXeAhRrz+OW2AsTEvnP+9FdEV3SPQ/kpA3uvEd6T/Em2/L0PXhP+pX7tkmv+I/n4P9pM3K2j/G539SZYbeP5l7/bXiB/E/iBt7FYrixj8MNTfMcWL1P5o8jzIggMg//21sqANe0D/Cp2Mw00f1P+P3xTN8kPc/BzwhePsU8z+e0fNyKA7wPw/ySLDOndc/Qn5CKt6u8T+aPKLyXMrwP7AaUZ+xiMk/QlqS5jvKxz/L5ti2cDHxP5CA6IYZudM/dlVQ2Zsrxj8GqwvCewL2Pxxqxj5Q7+o/6htbj8bo0T/WuQtOO/T0P4NiKBszfdc/TIM8rgsksz9SD01/yyz2PwSNML/9F+4/0sG5fOpc7z/AU1L3uzTxPxBh5Vy0Jp0/qiQ+c6s00j/GogrMthzoP/osoiEYfeg/H2aBY2I59z/opgv+vvXyPx9BajnPA9c/brTamylK6D+AvDgNl05sP9Oq/u3A3PI/ttkupEf39D9+OLTp+3LSP9Llmzcs3uI/CC9ffA5b8D/GpmOBu8blPznogjPYJeI/V0AT7YYH7D8T+7+9XBnwP4fjunLTWd8/1ARieLI07D/Z+AXWJLH2P6hS7mi3Q9w/qh4OgK0J9D/6sYuNOzfxP/smpVqOS/M/iucLUpyG9z+MIRved2m0P3RITDxT9OM/UPcrwk6L2j88MVLonffxP4QZbTEe5bQ/WBUezVMh9D8MvIb75NP1P4oe5jNwCPI/Op9SNrvb9z8T1gXBmTLRP0job25eweI/LOmzbKwQxj+WLmu95wXkP5Ryk/atl+s/1jjoOK8X4D+qPrUK2/nqP2zEHMrPeMs/muI6jHhp3D+tiSp9mu7yP5Y/JzdqfNg/bf6ZF4hC0j/cIhohKp72P91dCW4XhPE/ygBT6XMawD+yw13QlAHxPwxEehaLkdE/2J/SEkIQtz9QfzgyTNjDP/A7lB6Vrec/7Xxi4o3P8T8eK0PETBreP6bHs8v62N0/rxhHYYVB5z9r4UCayBzkP6DkIPBG2OI/kjMwVYzs0T99llL7gznXP61JAXYol/Y/SkKn7lgt8D/YbXLfEAnvPynLexOQ8eg/JERj4TBzuD+R2cLHUGPaP8bkDYs0s/A/mvtpnXYO8T+6mEvdyLnDP54ZYVrDseQ/nPr1Etdn9j9WYbxGazL1P3u5weWcu9w/VB6/BKJ96D9UOpovN772P3Y6cT1kUu8/yIx+vxez1z/BQGRiw+XoP8Dy8G6HJPU/yP40iq2D8z9UoCNAD8rjPwx+hKTVGvI/fm2BNdR6xD9p56gApe/jP50s9IC9TdA/GhMnCS5E9z9h7Cm9BI/cPyZvOg8Rgdw/JkEW7u5k6D+Xo5x0Qn3uP4p+WolVzu8/9GqrFtta8z/TKd8ZXAntP5q5FF4YCeY/f6Cn3H2t4j+PCm76mgjbP4BEClsfW58/YFiHdAzI5j/nbmuMlvvpP8Rj9d4nOs0/+qbOLGdv9j90MJV1dnztPx/Mo/U4Tus/ICswaIRu9z+vsv2r7AzsP1DvyQ4PqJI/neprLsFa9D/Tz/Z0s17wP1ji4jSTsNU/+PJ2GXMmtT/hRGVTlS3QPzjy7yK8g+M/4FaUCxtF4D80IsS7osrMP79SMWh6Zec/YWLRsip26j8AiOozzaw7P5Ann7Y6YMg/FC82VgUZ8D80fBQnrIHoPyGB9LOxWt4/JoSx2hfb9z9EV+OnKUb0P2ha/raP8b4/y/e3BTPj4T+rD26dOSzpPxfhcxQl9d8/NrJM99kUyD/MwXDU/jfBP5JgeNB4d/E/Xurm3qIqyz/1wArunNnwPybGPTiIYfU/gATluWepsD+x/k4O2tX1PyQNwlZUGs0/RwtXcsbO9j9EVmQ3lzfqP1o6vNvcBOA/effKKX/E9T/Qmq7PfSjgP5wUssnjdcY/FychSMB+4z8fhZQmegDnP3UveHE83vA//UCu7ykN1D/IcLdyaVrzP6SKntnPBu4/pMygXsE/yT/0/a4cHcf0P9Z+OYNh+Og/TE1iB8CB0j+6F7HRj1L1P/xG9wwjyew/dLExknTJ7z9M/4tTp1P3PzOsCFooZe4/wox9mC0A9D/bvwDlztH1P5A048iXT6Q/yG2SD8gfyT9Av1sbjBKFP20vHsk4NPE/gNmWdsZa0T+i0gaFj2rpPxq9kMcNJuk/zpd3/uU/8T/m++tUsrHxP0ykjXc0X9w/9BiOaoNBzT8d2qCIdVb1P+6L/8/fovQ/ITXhEkFF3T+QUBZFTHWnP2uOQFF7YOo/8/oYiFgp1j8bUB+gaQvyP+hjJQghhvE/2T4KDdqX3z8GiER+pB3zP6ZsCGsUg/Q/A4HpFUMe2z9WCDMyMBrkP+vSXQattfY/2gLK7c7Q9T/N8N7aatLRP9mhNfOmG94/4UugnwXS9z/CUmecsMXPP5KjPbydvdQ/7r3OdGJv6D/gKadWKrj0P2QzZzfn6uI/Ph4DbasU4j/sXxcpTye1PwiUQSBCc+Y/mLxvPTeX8z/7ksvZ5uH3PzyX7AXndPY/YHydf4r4wD+lE8zm5WTzP9/7k1s+nfE/cZpt0TR02D+G4jyCAQjqP9wrjpxnSvQ/qCU250AW8T8Ncy1VNtXzP9viT/I6v9Q/4kFMZJgZ7D88/Tcp99q9P3Sc++1MV/c/L7cI1nxL8T/5gn0jGHrwPzxIkzpaGvI/JGtkYMMg9j8gK8fnxp33P2cfk4gNbdY/pJr08iYs8j89xZDw8ZzXP3dZRv54ut0/jo21cDY38D8zPwcPDTjhP4izdJ7iv+s/CpXoclp48z/QLYnKXLj2P1asoyulh/c/KDJ5i0ah8z+AcUizyByeP26FvyuyNes/Vdxc4SPQ7T8/nbBD4GXTP5jvKxvjM60/yh5rDZeL8z8PlN1tXXz3P/FShzOYnfI/eV8QUW9J3D+Zkg4lc+jtP5xj7PYRbO4/6OJwerFNpD++/mzNFFDyPxvxhj0Rduc/4k5aUwxMxz/zorvV7L/QPzy5BT+9Bt0/rIhUCrh7wT+SA5Nzn8TjPz6SHZZZX+M/Keln+40L5T/1evpNLArzP7KPauFrZMc/NnSLR+ESxj9UU+RngBb2P/a6lTHLauM/lFyNF5yPtz+l1YB+VQPiP7FgMBsv3eE/Qy2HeCxn8T+cvRVl6K3oPzc8dal9EfI/okA3Cfau4j+/+05AQoLlP4U5KL+yoPY/Zpg8kMCK9T/pUP+7HKL0PwBVzTop1N0/QCjPZDF66T/O82Ap4PLfPwgq6ws46MA/aEj/m49l9z+EGZHnY2C/Pxqf5+iQw+8//jitH5pz6z+c3OMcynXoP37GU8BgSu8/0NwcT/H37z+RxN5+dv/1P9ozcP3z+vc/wIT/OEnk0j/CQM6swSz1P8KrFfo4EvU/oJC8zWsn5T/arfd9A7/OP6IOlakStOQ/vgKIBjBbzz8ZLOZKOd3iP6BppFtRUPA/mJIcKm+69T8Ah5pNmxbwP/SzCKSQHvc/sSNq4kuV9z9YpQ/5CGCuP9oAbrDYbek/0D4JFhAb9T9oZ6zd/LPjPwDBko/HeZ0/WkveCG/e1j9IOVaD92HsP/53aiizivI/bhFwflwP9j90Q07URF/sP5wD/0Z2KfU/yrfi+OW/7j/kLX+L0jncP207ws+nsOg/FpWhLkJW8z+1n2YUSRf3P0UlXxtih/A/YFzuD1maqD+MrR8HmxfjPzIUdHMgZPA/Y0HJBGlC6D/ONOcjzPfsPypWSxp0TOg/5sSwxQva4T+gHU97YMPEP111NoPcjfU/0PBJPBwhmz+Ix9oMhMXjP+DdYiORHvQ/7co7MB3N9z9mI4jTQoDpP5hq7IdDefY/FGECdLqwyz/E6OCm+2baP8i1jRqv5Os/Dy2mvjLH7D/aC1YfmbvyP+i4qxm8bfc/rtbRftjM4j8UwptMt8/gPzpVDm2aaMw/COqqCMvLpz+oXS3cUDXyPya9iqMcbOg/ZJCC0eVR2T/6AWjfHIvrP5pZfVOjLt4/TseLBw7J9T9AGnMLhPy4P8OjLCV0HvU/0ojAi1rN8D8DSYwYDdflPwLHVGGNvvE/MFQf9icIqD/KFp0DvXLtP2Y1czN4lNE/G8DxfKAO9z90zZvIQJPTPxJz/Ep7/fc/9PYFxV128T/S3zMojVruPyytakFGT/Y/mGfaE3R42T+V0T4eF5HzP3lUVrSGFNc/PlyK1p1G7z+7r/RzcMDxP5xkqcYX8Mo/gnmTSlfK8T+8Z5bz5xuyP/7GcGoST+s/3QElhvIe2T8XtzCwtPjuP8DJE6ER/+Y/SpG2eR8b4D8UHw+n69r0P5CqjwopNe0/6IqGxe+54j+n+Vb84BDhPxQF9t5ouPI/Sq9N/J608j8Xyd03sKfSP2TGqVsdFts/a0AyVY1A8T/86Uca/N3cP7aLThZ+qfU/GPFfRrEh3T8C38h/kP/uP2ijAyM4W/c/9JeTqq348T8veaXAPOP1P5UrEdCf3PE/dJCpq7Sdxz+axlwRLpXfP3TGnNbv3eg/8O2Ex4Wf8D+rQ6PPOuPmP8DAyeCK+tg/EuBR+0gI9D/QNgc97n+TP2c3zZ8+qvc/8IATYmaJ1z8iMSimvVriPzjh0EoPIOQ/pDl88OH0xz/2PzEOOw7xPybntvAD1PE/tMGrLV/H5D89CtR6DynvP3gH57JvAuU/KJNFx4ojzT8sv98N44n1P0cNZm0qQeU/k1zFYz0a7T+YsDhXQrvyP7C7Ehg6R+c/0GAYAkenlD8LVsj4fvjzP6r6k0mL5eo/h9KwtL+L0D+yOqaU8+T2P0DDAtFUTdc/L0CYmiVf9T+SUNgWJ4DNPwZywL3cJeY/oiQZS+8h7D+EGq6QWmXKP/qkdxuAL/I/JCei4h+56z96RpLkpND3P02nQeHgruw/gmK4Xk2s3z+GGh8Wg//TP+QtM99Aqcg/3uBmrC1H0D84xIXOpFXmP1/qcptoZPU/LGOnRfG+9T94zQeIz9K+P8gdkS1WLbE/tm7nTTUv9T/aPBYd9JrhP9CLO8CgAPM/2JzuExe4zz8DOMUclhPlPxQkCL5dI+o/xrsxvXoR4j9CQrmLwnLJP8SWEo7vtLQ/UEO23iNxsj+I28OqlHrqP9iQheKh0so/0M41cnipyD8oGOQ1rTLuP3PY5ZNuU+g/YkU2fkLByz9eN2MvY6XuP2bFupQ20+4/cMccfd+p4j8ZK5YetoT0PxKuBQDO5us/dPaJFhNW8T+CDT87Kv3rP+jrivKZJ6E/yHMzZ5Sltj//dfRaCDnSPxbRi7uz69w/wgqN2bN08T/ZaClULmzoP6bMvel/IOw/ugiQQGa+5j+V2ue/jADjP/B6LhDMH/I/XqQevnpN8j+c+wFWDWHrP1KudiGCm/U/5toD5WMj6j9g8HWro4ylPwoIiSP6t+k/zGhIWEuR9j/bFhsIEiDmP4j8FTpqi+k/D9BuJAV38T9wWtMYdQ+2P8na7oY7m/E/8mGgoD6s6j/BmABDjgzjP51PXDCJU+Y/CPNIFGiboz/YDnXFeeiiP741JW+59ug/XvWI+/a39j8LqtOuI+/eP0V1nKX+utM/LHEYW3mk9j86xeDLUjrtP+Cdds6L7aQ/IB0l9JxP7D9kVv3D5xL2P/XHw59dne0/ybE73Ifa8T/r88oo0qr3P+plUFiww/U/BMhoLtpS6T8gbunFGKPxP7WJoEIAReo/gPgPKt/26D/Fjhro1X7oP8wJazsUB90/hVZJayHp9z/AHfF9u/njP7aY8CDWfeI/rspgAz457D+uAJLQEfvzP3LSPaNVnOk/9xX/RJBF2D+IYeAambOgPxipy3mEreM/ABqQY9X+kT+xcqtehsv0Py5oIey4pek//AbXh9iO7z/axEi29YrtP48qi4dFA+I/2Zr6ouYm2j+GgG36cZ7RP/iJiXqPCfE/fIjep8m59T+vIRUZzVvkP6BQPufQa/E/c4r666wl9T9/Xv8zRGLbP2zFMQvIYeQ/pBwV71nttD9AS5TrT1uAP3H0KQMo3us/eJgoAbYd2T8lBgqItH/nP5ssZ4BiP/Q/UDlAKVnirz+Se6XCaYDpP3yDdM6KdeQ/N0ZOljpI9j++apIAdGjhP2GaItvsV/M/yLsTELaEuj8Au/a/FBp6P5zayI0lms4/G+LZSXLp4z+yPAH45xvyP2QBaaXjCuY/VaB3IAV59z8cUsWBhoPyP28XrOckjto/ntlcjf1WyT9Cp8OnUpfFP+7UERsmWPM/2IZA99iIuT88QmKE8lHqP+R6z8sYlOc/aN+My9UV8z8FfUemM1TnP8AuWYFQWPc/AlI6rC/dzj/MiwnyF37oP8+BIBHYG+o/gMqahtT10T/4892R8+P1PwP2skTizfA/5ijznOz89z/0SDbUjMC5P3aKsHra9eg/Klo3wmuf8T90V+Dx9n7xP3HyicAgSfU/I9FnfdZJ8D++saf1b1LsP+iseF05vMQ/kOcPBZNnnj+ym+xetDvWP2cxsXv0Qts/ZFylsOUN4D8WfgI2ezznPzB8D6ArxvA/fxXaVmN85T93hUlivzHbP1T8bMZQgPY/LYbs5Vbg1T9ShegvkgvYP90enYXtOdE/z8XsJLm08z/7F8g0uRXiP35Z9a7S98M/vCvXCIz4wz/eT8kdjZvgP9y2T5/vrPI/iR4WgjpM2z/h37RMJDbQPzr6AzmtlfI/vkXpwtKG8z8c8Zv4SC7wP679FFapd88/yYO1DEcO5z+llGtStyLsPx1Y0css+PQ/RlgEsV/q9D+zRzom/bjzPzpFERlM3eg/aD7g4k+bxz8qUTo5IJLZP6p0uT5vR/A/uecbd7GS8j/YgJKK3iThP9bnvMDh9uA/QhQ1G/KS8z/znrndIMbWP5YbL6zbCew//CF9viZwyD98ghZypBiwP6Alz2sfieA/vKABY4sf4T+NiibIxC7oP5Dd+bKfZ/A/4z9ngq915j9oaSCoYC3gP4zUUFfPY/Y/ZAOb3EB58z/AushBhXGqP6rRdjRT5uE/xJrVkD6Y8j8xVjkQRNHsP/r6ByFu58M/BbA54YpF2j+1FxQhZgbxPw6GjC4uruQ/mvp+Hyil4z+z2+oQhYfaPwznG3yD+vM/wS5Zw5W25j82OHvYyMvFP1Gp2swnavY/mB6kCuYE9T+FnvDH49r1P2cSZsXosPM/t8emSwGa1D9iQoEzAhDiP2mIJV1Jf+Q/nZTJS2YZ9z+cjMYNO3vfP2IdeIv95uY/+KnswAWE9j+MHvLxlkfvP8TgO7U4frY/orXY33xd2z/qE+Y2zFzyPxgoV25UOMk/UvtPLVTU9z8QDcpGmOa2P6fTZUE5//I/FVTl96S88T+J/Tw6C2rzPwhAj/uxMOQ/BQSuR6pg9z+EvhKOWgntP4C3C0pVxbg/znavFguT4D8hapAlD1zdP6iGDW6LbeM/DqS0MiZe6T+mJvGR1rToP4IrcKLAxvI/4eiHrTyx1T/qHi11bZjlP5BNc2opm+o/ixNKrUMR2D+uezb9433hP9Ttkweuo+E/dhPV2dXU5j8yE5jWTXv2P/hK4rczjO0/qGfs4JQd7z/rxFdnkPv3P+Rk7TOK97w/W7VxPcl91z8GoZNgMw7KP6x3xp/tgfY/njn1Y3mq6D+HomRww8DgP/KdICVW0vQ//trvUCFM2z9Msy8owX7aPw7YmqW6YeY/mfKldnY04D/0dMMjewTCP/b65s+mS8c/BtkIpN9A5T93IBVA8z3oP0VuR/39z9s/apO4oAV98D9u3YFdATHIP35Oz5W4c/A/VG7Zdg2Xuz8Qq4CKI4npP3TKBwlVQMU/nxmNiS6g9D9yeAwlMLrdP6ruO6VbofI/ZgU7RLpw6D9QIXRxZXekP0WpFmvuS+k/pCCf1f5T3z/qteEcprvkPwmzQJb8F/M/KPe8kiHx5z8RuYKVa/noP4RPo9SfOeE/SSVR8cxC2D9C6vQQdPrcP/qGKxsWLO0/bDnWvk695j/tlBkeCXbuP3B1F9bMTvU/Ix1IsrpF6T/SAAO4hbnvP5j1YCv7O9g/4G/e/Tissj+qapxn+erHP85Czq0ahcs/K8kW+7n96j8gPYHyGKeKP95oQx6xMvY/FPYRh2zi0D+yg0s7ZTj2P+Ky6PwUZfA/kJwWvsdLyz9l42+cX9DXPxEFlXZYCOQ/EOCeoisXwD+UcoeUlSPuP84rr5XbLOg/Te6GLadr4j/Mkuz2pJT2P/91aIXYvvA/TB40evQW9j/R9/kAfuflP5D4O0/ua58/yIcP2Dqn6z9buf2YetjfPxsxvFGUEN8/JMVBcUgZtz8XXvr5wa/VPxaJU7nVEuI/sGNpoyflxD/bHOJcE5LUP2f6QDTdOOY/2Qwk6ofC9z+USjj9+l/0PzjprcLFl6k/Jo5x211m5D/SGHToL6LxPxFXSSZoy/E/quj6Rcx59z/zjhMffvj3P9AvQ0jvSaQ/sfISK9zM6j/JB12rv5v0P8N2TRtMe9Q/fcCm+hk09j8CtZBS3YbpPxT/qhj8j8U/eyN5Q5hn1D+ZhGFiXhDwPy/OPDowEfY/rDcBm/3o4z8fXcM2UdHxP+gU+7SwaqY/1EBnJsOM1j964CEDyqHiP9SY6aW1Lrk/sEM1iskb8T9ETavDEDfyP2Ytb82dEt8/GqyTIzSI5z8caZhbn1LjP3YsL809ge8/nWi5tsr38z8S0AHzs2XwP/hqjdc0yM8/eLivpNVp4z+7bF06WdXwPxxkCU291cc/InnGFH2J8j/O1erJ0EXCP+QQecXgLtE/NHBcMYwxxj/yzdV7noz2P0yeqxCNKvQ/4NjtkEWeqj/aS+oBhd3OP5dRPW+EzPM/RI0SjbPt6D/yxlPz2P7xP/Ck5HSd9eU/Qyz4OAqn5z+KsgodaVThPyBP26Kn7JE/95rJPMXe8j/B5Uk0lSncPzQvLipBFuM/2g381iap8D8Oti7rVMv0PyArKbVCzuk/WDTPP1yC4z8=\",\"dtype\":\"float64\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[4000]}},\"selected\":{\"id\":\"1625\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"1626\",\"type\":\"UnionRenderers\"}},\"id\":\"1530\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1509\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1508\",\"type\":\"CrosshairTool\"}],\"root_ids\":[\"1857\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"b78ae31a-34dc-4e4f-af20-381aa3614c67\",\"roots\":{\"1857\":\"727d3466-ce55-44a4-86a9-8b6b0de0c644\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1857"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据\n",
    "N= 4000\n",
    "x=np.random.random(size=N) *100 #随机点x坐标\n",
    "y= np.random.random(size=N)*100 #随机点y坐标\n",
    "radii= np.random.random(size=N)*1.5 #随机半径\n",
    "#工具条\n",
    "TOOLS=\"hover, crosshair,pan,wheel_zoom,box_zoom, reset, tap, save, box_select,poly_select, lasso_select\"\n",
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" %(int(r),int(g),150) for r,g in zip(50+2*x,30+2*y)]\n",
    "p1 = figure(width=300,height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2,fill_alpha=0.6, line_color =None)\n",
    "# RGB颜色，画布2，绘图2\n",
    "colors2 =[ \"#%02x%02x%02x\"%(150,int(g),int(b) ) for g, b in zip(50+2*x,30+2*y)]\n",
    "p2 = figure(width=300,height=300,tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii,fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "# 直接显示\n",
    "show(p1)\n",
    "show(p2)\n",
    "# 网格显示\n",
    "from bokeh.layouts import gridplot\n",
    "grid = gridplot([[p1,p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"eeef5818-8022-4ff3-9236-daa192046c8f\" data-root-id=\"2518\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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       "  var render_items = [{\"docid\":\"4f5a5a0c-8f2f-4ef3-92e3-3497cc6c6e0d\",\"roots\":{\"2518\":\"eeef5818-8022-4ff3-9236-daa192046c8f\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2518"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from bokeh.layouts import gridplot\n",
    "#数据\n",
    "N=9\n",
    "x=np.linspace(-2, 2, N)\n",
    "y=x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])\n",
    "#画布列表\n",
    "figures = []\n",
    "# 1. 环状楔\n",
    "p = figure(title=\"annular_wedge\")\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "# 2. 环状\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20,  color=\"#7FC97F\",inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 3.\n",
    "p = figure(title=\"arc\")\n",
    "p.arc(x, y,20, 0.6, 4.1,radius_units = \"screen\" , color=\"#BEAED4\",line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "\n",
    "# 4. bezier\n",
    "p = figure(title= \"bezier\")\n",
    "p.bezier(x, y, x+0.2, y, x+0.1, y+0.1,x-0.1, y-0.1,color=\"#8073AC\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 5.circle\n",
    "p = figure(title=\"circle\")\n",
    "p.circle(x, y, radius=0.1, color=\"#3288BD\")\n",
    "figures.append(p)\n",
    "\n",
    "# 6.line\n",
    "p = figure(title=\"line\")\n",
    "p.line(x, y, color= \"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 7.multi_line\n",
    "p = figure(title= \"multi_line\")\n",
    "p.multi_line([xpts+xx for xx in x],[ypts+yy for yy in y], color=\"#8073AC\",line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "# 8.oval\n",
    "p = figure(title=\"oval\")\n",
    "p.oval(x,y,15,25, angle=-0.7, color=\"#1D91C0\",width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "# 9. patch\n",
    "p = figure(title=\"patch\" )\n",
    "p.patch(x,y,color=\"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "# 网格展示\n",
    "show(gridplot(figures,ncols=4,plot_width=200,plot_height=200))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"1be7d4c3-b6ec-4697-8de5-c45c7d44b784\" data-root-id=\"3104\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\"]},\"selected\":{\"id\":\"3313\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"3314\",\"type\":\"UnionRenderers\"}},\"id\":\"3140\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"3113\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"3109\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"3107\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"3126\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"3104\"]},\"title\":\"Bokeh Application\",\"version\":\"1.3.4\"}};\n",
       "  var render_items = [{\"docid\":\"2bf64c45-7443-4ba0-97f6-a77023cbbe67\",\"roots\":{\"3104\":\"1be7d4c3-b6ec-4697-8de5-c45c7d44b784\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "3104"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.sampledata.iris import flowers\n",
    "from bokeh.transform import factor_cmap,factor_mark\n",
    "# 鸢尾花品种及分类标记\n",
    "SPECIES = ['setosa','versicolor','virginica']\n",
    "MARKERS = ['hex','circle_x','triangle']\n",
    "# 画布\n",
    "p = figure(title = \"Iris Morphology\",background_fill_color=\"#fafafa\")\n",
    "# 绘图\n",
    "p.scatter(\"petal_length\",\"sepal_width\",source=flowers,legend= \"species\",fill_alpha=0.4,size=12,\n",
    "         marker=factor_mark('species',MARKERS,SPECIES),\n",
    "         color=factor_cmap('species','Category10_3',SPECIES))\n",
    "\n",
    "# 其他\n",
    "p.xaxis.axis_label = 'Petal Length'\n",
    "p.yaxis.axis_label = 'Petal Length'\n",
    "# 显示\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
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 "nbformat_minor": 2
}
